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Paper Citation Record · LEDGER

MemOS: A Memory OS for AI System

As of 5 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 70 inbound Pith citation observations for arXiv:2507.03724.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.03724 v4

Coverage vector

measured 100 of 106 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T08:20:22.658329Z

measured 170 of 170 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 70 of 70 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:28:11.120838Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 106 outbound references displayed

  • verified exact42
  • verified fuzzy47
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch8

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 5b4185ba-09ef-4911-a0c7-75f02eacbdb0 · outbound

This paper cites Memory3: Language modeling with explicit memory.Journal of Machine Learning, 3(3):300–346, January 2024.

MemOS: A Memory OS for AI System Memory3: Language modeling with explicit memory.Journal of Machine Learning, 3(3):300–346, January 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.091651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9ea6e33a5273be172eb56e8b38f6bc74d33f1fb80f5ac80e8747f624aa6e9227

Observation 6ce3c9a3-1804-484e-aa4f-08187f329c21 · outbound

This paper cites A Survey of Large Language Models.

MemOS: A Memory OS for AI System A Survey of Large Language Models

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.986075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:786808f3891ccd330f3847c67c5a10f7c3de0e8b623e9b596578e2af71f9a8a8

Observation a63f6f77-e677-407f-8176-188ddf93d3f7 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

MemOS: A Memory OS for AI System CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-19T05:26:57.653334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:39e5ec6b1314c3519c21c822776a9553ddc641af86acfd64e181622044d8ef82

Observation c1f7f296-62f6-4f69-95af-d16477f9790b · outbound

This paper cites From Linguistic Giants to Sensory Maestros: A Survey on Cross-Modal Reasoning with Large Language Models.

MemOS: A Memory OS for AI System From Linguistic Giants to Sensory Maestros: A Survey on Cross-Modal Reasoning with Large Language Models

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.719129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:50fa9f402c1c4b9c8009036e6ad17a2e37a38902605b7a4f8c6b37657d803ff9

Observation fab16c7b-208d-41f4-b0dc-c69b30092f2b · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

MemOS: A Memory OS for AI System Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-15T13:32:17.790502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:b98ebbd83c9401bdcd1847ea359dda226ea955da207c3857a0495126b1752bbc

Observation 2886754a-eefe-4e3e-9e5b-bfda6dfbf050 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

MemOS: A Memory OS for AI System Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.748925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:dd32bfae74f7c4dc728280a41e528e37d0c6a0310c0ce5456cf2cab978b90e18

Observation 6a5738d8-fef1-4f9d-b868-5005b6fb0cb6 · outbound

This paper cites A survey of graph retrieval-augmented generation for customized large language models.

MemOS: A Memory OS for AI System A survey of graph retrieval-augmented generation for customized large language models

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.843420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:0a0223c696f35afdf173fd6cc2eb5ab496d4557370617eb5812eb6fd836e02da

Observation d143175b-251b-4459-b4cd-8aac2e8ce420 · outbound

This paper cites Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey.

MemOS: A Memory OS for AI System Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T08:20:22.882332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:48f5a4267528d34ef9038ea2efb7fb3d4bdbcaf54b54c967098f8ead56fb4bb1

Observation f9c9b42d-f1a7-4feb-88e9-1b653433280b · outbound

This paper cites Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading.

MemOS: A Memory OS for AI System Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.910925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:79c455cedbe74901ba0d6455e241428645a164b01cb8d736dee39811eaf9e5b7

Observation 6b2d9b38-3716-44b6-b637-3bb20285ea0c · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

MemOS: A Memory OS for AI System From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.915675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c1b3a259678dbaef2d4826f4f58ed4bf295c70aee9ac2c073ddf7b866797e419

Observation 617fe59c-055c-4bf4-bdaf-87236464c0cd · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

MemOS: A Memory OS for AI System LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.925444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:7fb93532db6e8446d070fb6e28800d0047934106f2685d73a0daa7cd2361b0b8

Observation 06c4ce51-7484-4ac0-8f76-fc467da83179 · outbound

This paper cites Retrieval augmented generation (rag) in azure ai search.

MemOS: A Memory OS for AI System Retrieval augmented generation (rag) in azure ai search

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:22.995101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c098fc6b80df3cb7db4b2b52529cb34e51719bb5687172e45e9092d161b96406

Observation b55fe18d-363e-42d8-a702-098df70d1275 · outbound

This paper cites Vertex ai search.

MemOS: A Memory OS for AI System Vertex ai search

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:22.997336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c3c5b52d581f95a66a490884d54f32bea170b086c07a41486667012dbb7d0762

Observation 90484e5a-20b4-4620-8e4b-353c546cff2a · outbound

This paper cites Build innovative ai search experiences.

MemOS: A Memory OS for AI System Build innovative ai search experiences

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:22.999468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9c55d8c477399b76b0b6fe81f1b4ac4a3e78cb90d1c6c640336e2d8cd3d2b15c

Observation 93a7c3db-522f-4232-a444-38dd44744c0f · outbound

This paper cites Agentic rag-as-a-service company.

MemOS: A Memory OS for AI System Agentic rag-as-a-service company

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.001613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:bb1cf154243c70d05f13cd6ba78e857c6f11f4db1de9830b34299cc0368455f5

Observation 5fa03d8e-9791-441c-b441-29788d2d213a · outbound

This paper cites Freshllms: Refreshing large language models with search engine augmentation.

MemOS: A Memory OS for AI System Freshllms: Refreshing large language models with search engine augmentation

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.003806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:51db1c3509c25913dfe1d540f514567a3806098633280581e99848f6a89111c9

Observation a8921bf6-64fa-4689-a3f8-219fb0210876 · outbound

This paper cites GPT-4 Technical Report.

MemOS: A Memory OS for AI System GPT-4 Technical Report

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.792902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:957e221dc36038a59170064216d02ae0b4d23efcb3a4d28b34457edec488b4f1

Observation 6240218e-7a2b-4de1-93e2-31aa92921ccb · outbound

This paper cites an unresolved cited work.

MemOS: A Memory OS for AI System Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-15T08:20:23.005931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:6a8f28f67f856b511f1333d48d47e305a755d0ff90c93a9f70daeb198de74deb

Observation ba65104a-4318-4d83-a49d-70a7a91cc0ae · outbound

This paper cites Shicheng Fang, Yuxin Wang, Xiaoran Liu, Jiahao Lu, Chuanyuan Tan, Xinchi Chen, Yining Zheng, Xuanjing Huang, and Xipeng Qiu.

MemOS: A Memory OS for AI System Shicheng Fang, Yuxin Wang, Xiaoran Liu, Jiahao Lu, Chuanyuan Tan, Xinchi Chen, Yining Zheng, Xuanjing Huang, and Xipeng Qiu

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.849167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:092529985b3f03ac97305f5ff9ff6997893e7d49497191d1360f8e9af9cc3470

Observation 13d4a5d0-bc60-4330-9fe1-90ea5cddf0c1 · outbound

This paper cites From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs.

MemOS: A Memory OS for AI System From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-17T11:05:10.301414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:6845f5e29bf9cb1abe422bb3c8d17637dd576ba888e6cb5e52728d8e56deda25

Observation 9e7cce6e-3309-4bd6-80c7-3c7fc90ec465 · outbound

This paper cites Cognitive Memory in Large Language Models.

MemOS: A Memory OS for AI System Cognitive Memory in Large Language Models

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T08:20:22.860992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c3d73891c359bb7ad53c49299c1bf40ddcba2435e36daf762fb3922d9ac38590

Observation d5aa3478-a454-4f8f-907c-9455006140b0 · outbound

This paper cites Language Models are Unsupervised Multitask Learners.

MemOS: A Memory OS for AI System Language Models are Unsupervised Multitask Learners

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.008193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:328110e6442e23b45fc9381ef9d235df98fa8cf18023440ac43244b76dee5741

Observation 6371004b-44f0-408c-bf83-890e01a687ca · outbound

This paper cites Language Models are Few-Shot Learners.

MemOS: A Memory OS for AI System Language Models are Few-Shot Learners

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.904818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:a5e9490d1ca7701fb0c7a969df04da337eb8cba522ac06068c592670719323fc

Observation 13d4e15c-a971-44a8-b584-efbe641904df · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

MemOS: A Memory OS for AI System Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.010784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9d0b54d9b2cbd1bd872c631018e7444979b8c2cd46570c48f2ba89718c1c1299

Observation 86cae3b6-3b01-4a04-b05c-bb362af6899a · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

MemOS: A Memory OS for AI System The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.012908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:b7afca7e392af8beb479a4c7ce2f99134c74ba7bd5ba0bd2743949b919f0db25

Observation 5db0fa5e-0b63-4470-8681-2683fa1e87b7 · outbound

This paper cites GPT Understands, Too.

MemOS: A Memory OS for AI System GPT Understands, Too

Reference 26

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T08:20:22.920687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:606ddbf5fe891f8e534c66cda7690b593cee5c5499e3f9f8d5d3f8e437cfec63

Observation 2220f1db-400c-4f97-8a65-01bf99403af1 · outbound

This paper cites P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks.

MemOS: A Memory OS for AI System P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.015141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:a7df162f799f60e77dc3c3d747ec5e1b60103f06d0e1bc79d4370d95bd70238d

Observation 0e8ce55d-8537-4348-8810-db377cce1706 · outbound

This paper cites Training language models to follow instructions with human feedback.

MemOS: A Memory OS for AI System Training language models to follow instructions with human feedback

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.973264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d07f1bed1d98d81419e3739bc4a40a53e1a644f765ac8bce461c3c787df8c3de

Observation 360771aa-aa90-4e09-b9c1-10f301f6ba3f · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

MemOS: A Memory OS for AI System Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.017297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:ac70127c4eb05c45851a9cb4c7755b39c2826ba219994519680a56f862484bb5

Observation 73494873-d0c9-4d63-bf45-aee67c8a8716 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

MemOS: A Memory OS for AI System Efficient Streaming Language Models with Attention Sinks

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.019423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:6157de0a91d065f2547b8282b394059f7068819a59ff42b50aeda52abc7fecb3

Observation 621a3b32-4197-4b50-8325-3056bd2a6197 · outbound

This paper cites H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.Advances in Neural Information Processing Systems, 36:34661–34710, December 2023.

MemOS: A Memory OS for AI System H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.Advances in Neural Information Processing Systems, 36:34661–34710, December 2023

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.022056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9b2dbd87972560984b7407089443391703c6d4a4dc72c4cdb2aa3109364e5c4a

Observation 110e1f2c-d1c2-47e9-8ff2-49fae135146f · outbound

This paper cites Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference.

MemOS: A Memory OS for AI System Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.024348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:ad7531c5c0a31941fa5d0c710088202d1c927150cef14e449352a081b8494c44

Observation 3860d3be-b9de-4e39-8908-7b3c593c8eb4 · outbound

This paper cites Mahoney, Yakun S.

MemOS: A Memory OS for AI System Mahoney, Yakun S

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.026444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d48ba6fbc08ed8afcad46832abd50d5fa662504f5cf00cd9aed623d1398c81dd

Observation 577dc9ca-44fd-4f3e-ba4d-8fc50e49423a · outbound

This paper cites RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval.

MemOS: A Memory OS for AI System RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-18T08:12:02.395521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:2d23ab2045c4ec2badc75874dc5c80bfdf78cadda3fcaec01a7306dca4c55a79

Observation bcf996cc-5835-48be-801c-a357fa66163a · outbound

This paper cites Extracting Latent Steering Vectors from Pretrained Language Models.

MemOS: A Memory OS for AI System Extracting Latent Steering Vectors from Pretrained Language Models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.028561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c34b930ef3e93fbd5169ca9a56689af9cb060f61e393b6e0c0a76ed801afe4dc

Observation 3a42dfd5-9585-43a1-9090-1856fb98ef65 · outbound

This paper cites In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering.

MemOS: A Memory OS for AI System In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.833049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:dc2b3b90c2195cd1f3b324a72904b282f26d5bcb7e7c86c7ab86beec5946ff11

Observation e5ce6b20-e732-4e7d-9f39-f55a7cd62c05 · outbound

This paper cites Steering Language Models With Activation Engineering.

MemOS: A Memory OS for AI System Steering Language Models With Activation Engineering

Reference 37

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T08:20:22.837903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:4432ce1445611d58f680f249e64936a086bfc17da39867233d8afa2b1fde14b9

Observation cadb7f67-81a3-4ef6-aa81-40987ede2057 · outbound

This paper cites Style vectors for steering generative large language models.

MemOS: A Memory OS for AI System Style vectors for steering generative large language models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.030577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:3fa674f8eac889ba79d7364ffa5296127c7be36becb080d6a752147bd41090bc

Observation bceb7ad9-7af6-4b58-9200-0edd1e872d8b · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

MemOS: A Memory OS for AI System Steering Llama 2 via Contrastive Activation Addition

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.032729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:8f14807388421184d4725fd53f235070f60e62a699f0b0c483df9dfd32b050d8

Observation 3a3eab93-2c52-4d1d-b728-04219c73ff45 · outbound

This paper cites FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation.

MemOS: A Memory OS for AI System FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.035020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:948469cd483000febc05e2c34f92b09fc1974e78445de42b50ef8f4f5b946543

Observation 2577a308-f301-4432-ad0f-e32500f2459f · outbound

This paper cites an unresolved cited work.

MemOS: A Memory OS for AI System Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-15T08:20:23.037211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:e77678a4318ff6379378105cce78f59d4d52bf695b932307c71b9760b11c0d87

Observation ceb17ad1-5056-42fb-9ea2-2aec0c008a50 · outbound

This paper cites EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models.

MemOS: A Memory OS for AI System EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.866569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:93dfbac973d4f76ab9ee93bbc89f2a040dc18de5bbf792ad50f7398108837408

Observation 53dbc125-301c-4abd-a3f3-223e224a6b80 · outbound

This paper cites Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control.

MemOS: A Memory OS for AI System Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.039581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:e1603deed9e1ccc854bd27f3ce136c5dd2b1df8b687c23a0c1de8a20c38a5665

Observation b15806d6-d521-4496-8e10-5c62202635c0 · outbound

This paper cites DESTEIN: Navigating Detoxification of Language Models via Universal Steering Pairs and Head-wise Activation Fusion.

MemOS: A Memory OS for AI System DESTEIN: Navigating Detoxification of Language Models via Universal Steering Pairs and Head-wise Activation Fusion

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.899077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:2d9882d5deaa9a4a65caca31fd749e55796f17a4a2923e5441ee43989a3ee930

Observation 00857d87-5de3-4f00-a453-01d0837677d7 · outbound

This paper cites Word Embeddings Are Steers for Language Models.

MemOS: A Memory OS for AI System Word Embeddings Are Steers for Language Models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.041658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:4beb592dcbf10f17894f44f121de79872dd6a39ef583f5da62d3057f69f58fce

Observation 58ae0153-62d2-4dfb-8462-7fde5cef0978 · outbound

This paper cites Generalization through Memorization: Nearest Neighbor Language Models.

MemOS: A Memory OS for AI System Generalization through Memorization: Nearest Neighbor Language Models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.043761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:5e329dc1fc54262292acb2363868e941510cb3ec05ca6384c4f99184ef237e25

Observation 256f31cc-6cc2-4e3c-9be4-0dc95baafd3c · outbound

This paper cites Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models.

MemOS: A Memory OS for AI System Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.045919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f53cdc9e006d0f8df732e3b4296322cd364a5c0352050230de49f2af49c258e1

Observation 8e6b36c8-9f96-4214-bc63-4d58b05592a1 · outbound

This paper cites Noderag: Structuring graph-based rag with heterogeneous nodes.

MemOS: A Memory OS for AI System Noderag: Structuring graph-based rag with heterogeneous nodes

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.048493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:0ba3455ad7e2a14d998a2b388c8750839afecbd229f77869c1aaca322cf6df2c

Observation c5d3f272-6f3e-4f50-bbae-ab5c9b7d5a94 · outbound

This paper cites Heterag: A heterogeneous retrieval-augmented generation framework with decoupled knowledge representations.

MemOS: A Memory OS for AI System Heterag: A heterogeneous retrieval-augmented generation framework with decoupled knowledge representations

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.050681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f7948ae0876ce412b28f78cd4724ac535bf0aac6dcc937883359c15602af6ec6

Observation 70c94a0b-bfb1-4749-bd4e-4a3128803910 · outbound

This paper cites HyperGraphRAG: Retrieval-Augmented Generation with Hypergraph-Structured Knowledge Representation //.

MemOS: A Memory OS for AI System HyperGraphRAG: Retrieval-Augmented Generation with Hypergraph-Structured Knowledge Representation //

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.940600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:3454a61961bae6c3b2a8f76a222aa86fd5864c23f9b320bc8bd395c309d721c8

Observation 473d2f6e-650a-492b-b549-f75c7ee39ec8 · outbound

This paper cites Hipporag: Neurobiologically inspired long-term memory for large language models.

MemOS: A Memory OS for AI System Hipporag: Neurobiologically inspired long-term memory for large language models

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.052836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c918fc7f3ed5b0aa5462b26765671006e3634dbf8ab3f6e67f81213bca67d000

Observation a930212a-a13b-44bc-8c74-e16ec78e6b44 · outbound

This paper cites From RAG to Memory: Non-Parametric Continual Learning for Large Language Models.

MemOS: A Memory OS for AI System From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-17T01:36:19.859440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:783c4900cb004af09dcc9d542f365a2820b39fdcef9ab093696b78ae146d234c

Observation 8b6ccb87-9d4f-4073-8247-b257a2938890 · outbound

This paper cites Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning.

MemOS: A Memory OS for AI System Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.979939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:7fae6946effeed2ca786f1db2516dff83938e80cc5e05e832babfc009f3bd078

Observation 19ce1044-5462-4ada-b7ad-f33074f0e940 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

MemOS: A Memory OS for AI System A-MEM: Agentic Memory for LLM Agents

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.982903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:848f861bb41f09c9f48cd234c2bda4ae7ef84b9c3ae5ec5228dfdf2e26cef089

Observation 33e9de9e-3328-4e10-ad01-601d0d03a605 · outbound

This paper cites Mem0: Building production- ready ai agents with scalable long-term memory.

MemOS: A Memory OS for AI System Mem0: Building production- ready ai agents with scalable long-term memory

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.054996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:22205bb1dfe61bb38c9fe35d886364fce3256af8ea014b3f4c516ff5c6e8d097

Observation c547212f-947a-430f-8c29-35e0356a17ad · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

MemOS: A Memory OS for AI System BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.057076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:8e7963dff98d3b54a41275ba1f3617b6d3f4fe67623902af7650672e6538ecda

Observation 8f5842d7-3fd1-40ef-81cc-5077a803db4b · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

MemOS: A Memory OS for AI System Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.704497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:3d8681bf7316c98cca5a2c580e6f3d11d9dca677ad3dc64eeb4376ba425216b1

Observation 1995090b-f1f8-46cb-b9fe-3d7e79dbd9f7 · outbound

This paper cites CTRL: A Conditional Transformer Language Model for Controllable Generation.

MemOS: A Memory OS for AI System CTRL: A Conditional Transformer Language Model for Controllable Generation

Reference 59

Resolution
metadata mismatch
arxiv_id, observed 2026-05-17T06:14:02.733439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:6c19a36aa7a42ce7675c157b29a3c262aed2bc59823a7d075b97c3c953df3fb6

Observation a5145fe5-765e-4241-ba7c-712279abb1e9 · outbound

This paper cites Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge Injection.

MemOS: A Memory OS for AI System Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge Injection

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.059286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:e36eaaab0d88f3302864eef6f8049485471361045d8cc17eaa11886da8c9b546

Observation 6fbb2209-d2de-4561-a53e-ae4c4ed87c03 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

MemOS: A Memory OS for AI System LoRA: Low-Rank Adaptation of Large Language Models

Reference 61

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T08:20:22.725195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:e98c14f8898dcd3f579814b9484e1788c02aa237bbabf24716e671d331a6a655

Observation 515a4e52-c9f5-4ef3-aa47-3f7d93d81ebd · outbound

This paper cites Parametric Retrieval Augmented Generation.

MemOS: A Memory OS for AI System Parametric Retrieval Augmented Generation

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.730913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f273af9bad37cb38f5621f00a7693405633ad341555fcbd5df830c1502994b23

Observation 7bf07a55-0b9f-4e4f-858b-6d478993a7d4 · outbound

This paper cites Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement.

MemOS: A Memory OS for AI System Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.737506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f8662e2b5ca6efc1c0a2dfe4d89c61981deb90c50b7655c056581012e194b82a

Observation 7dde7280-7605-471b-8080-987185b2b651 · outbound

This paper cites Manning, and Chelsea Finn.

MemOS: A Memory OS for AI System Manning, and Chelsea Finn

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.061281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:67f0abffc6be966b153a0d5bf17fad99ec00db569ee9b15e48d15379a36cc71f

Observation 7d02dc83-2469-4702-9839-a5793c7bbb1c · outbound

This paper cites Calibrating Factual Knowledge in Pretrained Language Models.

MemOS: A Memory OS for AI System Calibrating Factual Knowledge in Pretrained Language Models

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.063341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:660045550277566fb1bd7e1b47c1d1c961dfcc34fdabfd90365f47140eb654b1

Observation cdf8558d-d371-4067-a016-c177dafc8a4b · outbound

This paper cites Decouple knowledge from paramters for plug-and-play language modeling.

MemOS: A Memory OS for AI System Decouple knowledge from paramters for plug-and-play language modeling

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.065294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:5581360f3962847fae09dc1ddfbe603d119e7e33577a7cd1815bbf2ee9967ff0

Observation 08c9e452-07a8-4cfb-bcf3-ebd780d02bb0 · outbound

This paper cites Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors.

MemOS: A Memory OS for AI System Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.760258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9fa69ffa419eccb9e46a2d739fdc19b7fdee8051722285b9c1d2806e03394c74

Observation 6526906f-d696-45c6-bbac-2e061558dedd · outbound

This paper cites Locating and Editing Factual Associations in GPT.

MemOS: A Memory OS for AI System Locating and Editing Factual Associations in GPT

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:58:57.694057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d050a99aa17af793bbfbcb8827340e0749a0ca7d825a2e40c68bb376d9002cb5

Observation aa54d525-f3f0-44be-947e-4f7ccc77f575 · outbound

This paper cites Mass-Editing Memory in a Transformer.

MemOS: A Memory OS for AI System Mass-Editing Memory in a Transformer

Reference 69

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.770448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:1630db5c73c72e3176422b298c7a3774f02cd96093d895f93bc086f89e6a5339

Observation f5c3847a-fe6b-41b3-b1e2-ca8e17d2a33e · outbound

This paper cites AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models.

MemOS: A Memory OS for AI System AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.775840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:14bedc54dc66294ef2e93a1f74888825ea5eb8324c9fda2cdaae72fbe23508f6

Observation 2fd1d3ab-36ff-4197-9624-2cfb77d93ab1 · outbound

This paper cites Anyedit: Edit any knowledge encoded in language models.

MemOS: A Memory OS for AI System Anyedit: Edit any knowledge encoded in language models

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.781770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f6571ffb50652d2be1e2b443aa216813c2b710d71dd0a9bab4d2dc86c6ede2ce

Observation 84b08d9f-c1d2-4c07-91f4-22253a5d8bba · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

MemOS: A Memory OS for AI System A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 72

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.787747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:5e03ba672b8eff7d0ce482ecd4948e675c999b45d36ee6f7abfd7d9c283ffc16

Observation 6d5906b4-22cd-4074-beeb-d9d0286adb9d · outbound

This paper cites Can We Continually Edit Language Models? On the Knowledge Attenuation in Sequential Model Editing.

MemOS: A Memory OS for AI System Can We Continually Edit Language Models? On the Knowledge Attenuation in Sequential Model Editing

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.067420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:1ef4bdcfee87ab3b4b542078bbcebb9d87656e835f4ec398b2ac2d12541e2492

Observation 3d6f28ad-acb3-4e21-91a4-7a7bb0df87c3 · outbound

This paper cites Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge.

MemOS: A Memory OS for AI System Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.798776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:4770cd17caa109a5408e81d45cb93a0c18e584a83e48fb670338d4285cc361a9

Observation baee6392-064d-4be7-81ed-337b5558a115 · outbound

This paper cites Disentangling Memory and Reasoning Ability in Large Language Models.

MemOS: A Memory OS for AI System Disentangling Memory and Reasoning Ability in Large Language Models

Reference 75

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.804173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:1dad3467a4cb41f99e68b21340b21aa92227ff08d005efcb5d4f30a3890c8d18

Observation bae130b8-1f8b-4035-813e-069133aff9b2 · outbound

This paper cites Titans: Learning to Memorize at Test Time.

MemOS: A Memory OS for AI System Titans: Learning to Memorize at Test Time

Reference 76

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.809772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:ce76998d734c98abdec44c74477e714eb8bc79c57878a298516eb68de5be6ae7

Observation a5e1621c-3234-49e5-b7db-c7b37cd523ba · outbound

This paper cites Editing Large Language Models: Problems, Methods, and Opportunities.

MemOS: A Memory OS for AI System Editing Large Language Models: Problems, Methods, and Opportunities

Reference 77

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T08:20:22.815503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:6f1d417edbf1fa11eb6ed20203a83b431d1cc16b7b10b8eb267f1216dfb324c6

Observation 00de9536-2176-4bc7-b6c2-a8d4396298bc · outbound

This paper cites BiasEdit: Debiasing Stereotyped Language Models via Model Editing.

MemOS: A Memory OS for AI System BiasEdit: Debiasing Stereotyped Language Models via Model Editing

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.821895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:b8833e9a731a1d9d4baf7078109609b66e3e70a412e36c22044ff475038c385a

Observation ae1ec024-95cf-483a-80c2-550d3900ca41 · outbound

This paper cites Editing Factual Knowledge in Language Models.

MemOS: A Memory OS for AI System Editing Factual Knowledge in Language Models

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.828277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f4f5fbd6e22e8be2a7634fce5a3c0fdd4173fa657777af9185e2c2044425c3b5

Observation f09676f7-1335-42bb-94f1-0f1e0997f0b4 · outbound

This paper cites an unresolved cited work.

MemOS: A Memory OS for AI System Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-15T08:20:23.069539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:f1387ee55030fb1c1efff1961d6ad5fa6ded38f20b1c3015e10c9200e872c274

Observation 7d3ddb6c-6072-4565-93b3-cc2306bf88a5 · outbound

This paper cites Massive Editing for Large Language Models via Meta Learning.

MemOS: A Memory OS for AI System Massive Editing for Large Language Models via Meta Learning

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.071508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d22fb02b05929525ea12209d830390967059d7d5a073205d2bef66d2583b3dc9

Observation 8bdf03f7-86df-4391-a477-ddd974402760 · outbound

This paper cites QUEST: Query-Aware Sparsity for Efficient Long-Context LLM Inference.

MemOS: A Memory OS for AI System QUEST: Query-Aware Sparsity for Efficient Long-Context LLM Inference

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.073563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:611bd6365e0c3276117e492b237a5344874a2d0d8c3d16e4572ad99778f9d5de

Observation 41710a8d-73ae-450f-987f-6b2092db1bc0 · outbound

This paper cites Self-Detoxifying Language Models via Toxification Reversal.

MemOS: A Memory OS for AI System Self-Detoxifying Language Models via Toxification Reversal

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.075566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:a44e8a5b8905819726c5b76ffcb5e43f0ba8c2c22f77981c34ba6439cc0b8421

Observation 8f56875f-2715-4c07-b9aa-889d48a7262d · outbound

This paper cites Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories.

MemOS: A Memory OS for AI System Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.077764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:08ae87cbcb613db3739c5be0ccf7b75bbc3e95ac88e1b92c46b881ffd28824f6

Observation ca4822d1-1680-47bf-be4f-20f8f484c658 · outbound

This paper cites Inference-Time Intervention: Eliciting Truthful Answers from a Language Model.

MemOS: A Memory OS for AI System Inference-Time Intervention: Eliciting Truthful Answers from a Language Model

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.079933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:9bb62e6cd168c18833112f0ce778eb4afde69e722d0a4587e5cdac7c14dfab2d

Observation 80674b52-4a89-4b64-bc41-986982d5af7b · outbound

This paper cites InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance.

MemOS: A Memory OS for AI System InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.082411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:a33b6f07255b727ba4af7d6b5e2f1277f55bf240675ba68bf0e8ff38868a290b

Observation 2202ae55-dff3-46f3-9a2b-c5432d3296d1 · outbound

This paper cites Improving Instruction-Following in Language Models through Activation Steering.

MemOS: A Memory OS for AI System Improving Instruction-Following in Language Models through Activation Steering

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.871784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:3a1e7f84ec765f06bbf14765db116a518fb5098a6dbdeac5ca4561324bc4c4b8

Observation 97197c54-0a4c-42dc-bf96-33f80f99d591 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

MemOS: A Memory OS for AI System LLaMA: Open and Efficient Foundation Language Models

Reference 88

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.876699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:45065cce90472dc5cb61134ea7eb580b12bf443ae2c02fc0ac34974cf1100383

Observation b3e957ec-3179-4dde-aa00-4504dc97fe09 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models, July.

MemOS: A Memory OS for AI System Llama 2: Open Foundation and Fine-Tuned Chat Models, July

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.084565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:4830f66b87f7159c0e8a9ff70d83b77f4d98b09281f625ac1c0b77fdab1336de

Observation 05909af8-7793-4e6e-9fe4-b455f77be20d · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

MemOS: A Memory OS for AI System Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 90

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.887734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d7c09288fe7242d00f3e3473f719f3c41f7106b9486959bc300c452d0809b881

Observation d8020123-79f6-4ca4-b4a8-ab5c89d2ee92 · outbound

This paper cites A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models.

MemOS: A Memory OS for AI System A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models

Reference 91

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:22.893334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:1ab6c4f90d5073c08a361702509e4e6af29313340d0a57be28f8b18c0b4f8dd4

Observation c324bdea-d704-488c-a343-8c6e89ad718c · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

MemOS: A Memory OS for AI System Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.086912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:b7feee451148fc02dced3e8e895e71ebf4d22d6c79bed5a5388bdbf26293e7b2

Observation 58734e8e-028c-4838-be14-c8d1be1a61b0 · outbound

This paper cites A Survey on In-context Learning.

MemOS: A Memory OS for AI System A Survey on In-context Learning

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.089024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:aa462a9ace810cf1d8444d8c4bf5ca9daab2e5dc348ae4e8cef8aec35e833ce7

Observation f43514f5-b82c-431d-9e81-dcfa6d1cf7be · outbound

This paper cites Robertson and Hugo Zaragoza.

MemOS: A Memory OS for AI System Robertson and Hugo Zaragoza

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:22.992349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:c43a3ce8bf24bdeaad006092daadea522958c5c38f49c2dc00a106c712184329

Observation b643a366-3eac-461f-b45e-38df797bcd36 · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks.

MemOS: A Memory OS for AI System Sentence-bert: Sentence embeddings using siamese bert-networks

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.093823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:1de5c3fe829505269f1601b4ee5e90d5b3a236536ca008dead42cb87ed2df254

Observation 668ac51a-707e-4abf-aecf-f995b9f0d3b6 · outbound

This paper cites Ensemble retriever.

MemOS: A Memory OS for AI System Ensemble retriever

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.096146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:d93032655501c9d5161befd2dbdd9a71ad42922022e2f5c51ac2a05a861b7226

Observation 1ddc8ebe-fdc8-4ca5-b929-6c71cc2cc2d7 · outbound

This paper cites Ai-native memory 2.0: Second me.

MemOS: A Memory OS for AI System Ai-native memory 2.0: Second me

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.098306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:ff53439b27bc3dfd4c460ec24d2b0bd1d537b5da9c525dd1c7b119d89fceb72b

Observation 3390e22e-3065-40c4-8fc3-8db2be54caae · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

MemOS: A Memory OS for AI System AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 98

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.930647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:7e63d14bc5a4af7b97b23c1dd91ba64cb803f30b88d3464357d6b91ddf2f1a02

Observation cc970bb8-c8a9-4914-adea-69b8d39dc541 · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

MemOS: A Memory OS for AI System MemGPT: Towards LLMs as Operating Systems

Reference 100

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T08:20:22.935343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:72c1a33e6d44ace517354bb7126a0bdd54b1643e81473f5afa392166bd72140d

Observation c014b441-a130-43de-a010-e318830277eb · outbound

This paper cites Lima: Less is more for alignment.

MemOS: A Memory OS for AI System Lima: Less is more for alignment

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T08:20:23.100539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:54a24609eb9324795773de783197d9f03ab42b09dc58b15b880cba6366282fec

Observation 95da78a8-76f9-4a49-b139-94564fff847e · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

MemOS: A Memory OS for AI System Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 102

Resolution
verified exact
local_arxiv, observed 2026-05-15T08:20:22.945719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:20:22.658329Z digest=sha256:bbfdd73205ba16bce06228b7c724ec502f18703082a3c8deb3e4572e25f0a161

Pith citing papers

Observation c2a668d2-79d9-4c39-9cb0-6bc02314cef3 · inbound

What Deserves Memory: Adaptive Memory Distillation for LLM Agents cites this paper.

What Deserves Memory: Adaptive Memory Distillation for LLM Agents MemOS: A Memory OS for AI System

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-19T01:11:57.160911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-19T01:10:47.164918Z digest=sha256:8a27fb2ce2cb94b1f71bcff6007dbac1f8f3c9b94cf029e9703ebd2f5f573dd0

Observation e16c50f8-406e-4207-8dfe-e93c1d9019de · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning MemOS: A Memory OS for AI System

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-03T09:21:37.792152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:21:37.792152Z digest=sha256:c38d03731dcd869088daf97f00e5f5a7385852771db806462b8434edeb2b0381

Observation f042ec02-691a-41c8-86ac-2adc5a87a796 · inbound

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning cites this paper.

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning MemOS: A Memory OS for AI System

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-21T15:20:17.563620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T15:15:22.055616Z digest=sha256:d9e9160c01be4e26426b5ad39ed9f00f56cb4fe2d0e183cc348225e9d60798c0

Observation acfc9cbf-eaba-4332-9465-1220bbd6fd74 · inbound

Improve Large Language Model Systems with User Logs cites this paper.

Improve Large Language Model Systems with User Logs MemOS: A Memory OS for AI System

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-05-21T14:34:12.945001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T14:34:01.332088Z digest=sha256:21f92cf3e84f6a09f991c9bffececb9335a79f9b4f611d8abc54286d80333573

Observation b0263253-d846-4e5c-82e5-abfe7fa3c924 · inbound

Improve Large Language Model Systems with User Logs cites this paper.

Improve Large Language Model Systems with User Logs MemOS: A Memory OS for AI System

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-03T04:00:18.588639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:00:18.588639Z digest=sha256:fa486dcb720c01652d98867a858ca0660525d0dccd9fb40034ac0666015a2b58

Observation acabd136-933e-4c1d-b742-5aa306a23e09 · inbound

HyMem: Hybrid Memory Architecture with Dynamic Retrieval Scheduling cites this paper.

HyMem: Hybrid Memory Architecture with Dynamic Retrieval Scheduling MemOS: A Memory OS for AI System

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-15T22:00:21.297074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T21:58:30.784843Z digest=sha256:e6d6d46fa97cdc2c7681f8c5aee0d2a1ec0daa3d1e7a3145ba8110a55042678a

Observation e53f90af-8ca4-47b8-8066-37df782ac7f7 · inbound

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments MemOS: A Memory OS for AI System

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-05-21T09:59:59.007212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T09:55:17.236296Z digest=sha256:420d5e82553d6715a9330db168ac5a51eebcb1004591e7deca7124c7a81ff6f9

Observation 1fb7bc74-a6c3-4f53-a23c-5b20c3eccda3 · inbound

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment cites this paper.

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment MemOS: A Memory OS for AI System

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-05-15T14:51:08.327341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T14:50:23.587894Z digest=sha256:2c9f6d2038cbc10a3aa2bfd539549bc6f2d9dadc2d2cabaf202ffb5ddf4b5620

Observation ed597ce9-93d1-4d10-a66c-6bb77aadacf3 · inbound

MemFactory: Unified Inference & Training Framework for Agent Memory cites this paper.

MemFactory: Unified Inference & Training Framework for Agent Memory MemOS: A Memory OS for AI System

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T00:02:14.821285Z digest=sha256:0203ddb7f8451a46a34f032c5d0b837278f00bbd086d56ee3749e163cbecd2b5

Observation c3da953e-1d3b-47f3-9666-da6535e5b373 · inbound

Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation cites this paper.

Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation MemOS: A Memory OS for AI System

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T23:13:55.796364Z digest=sha256:76f3011a69bc59e441aa6f4477c105d9e0786f4881c07d2944ef02d4610206f0

Observation 2424a231-b8e6-4210-b812-ece377efa6ee · inbound

Memory in the LLM Era: Modular Architectures and Strategies in a Unified Framework cites this paper.

Memory in the LLM Era: Modular Architectures and Strategies in a Unified Framework MemOS: A Memory OS for AI System

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T22:03:55.582645Z digest=sha256:5ab1c3fec1a9eedf866b04c24db4ea24bce70a94441719eb8f9b6e2e6afb2004

Observation 84c66349-4c64-470b-af80-d7facb6835af · inbound

MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents cites this paper.

MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents MemOS: A Memory OS for AI System

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T20:21:15.014067Z digest=sha256:0be0e47ca627c511442b0cd001a6f1500dcf9cc2ea517b3768368cd050f0229d

Observation 0eba50d5-280c-42ca-bad8-fb3326a4c3b4 · inbound

FileGram: Grounding Agent Personalization in File-System Behavioral Traces cites this paper.

FileGram: Grounding Agent Personalization in File-System Behavioral Traces MemOS: A Memory OS for AI System

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:33:57.643549Z digest=sha256:8826aa4a012fabfe5031e6bdcc98da8b571548dd1fc5bf3d47cdc462b63b6fea

Observation fdd5b1bd-c7c4-41e4-9679-b2c1af982888 · inbound

HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues cites this paper.

HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues MemOS: A Memory OS for AI System

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T18:55:26.058329Z digest=sha256:355caeecc9a71f498d8a6a7c85faea7a9643d5bc044ef2ff8cf4be7c0f1c0964

Observation d688e2ee-962e-4972-a333-bf8a3e2c6de0 · inbound

MemReader: From Passive to Active Extraction for Long-Term Agent Memory cites this paper.

MemReader: From Passive to Active Extraction for Long-Term Agent Memory MemOS: A Memory OS for AI System

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:12:08.195723Z digest=sha256:4d68e3c190cdfb4442b30d380e0e6db812706d25d32b88dfa57a8426ca68a7a0

Observation b6d9c8e6-747e-4583-9783-1990ff2b808f · inbound

MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought cites this paper.

MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought MemOS: A Memory OS for AI System

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:46:59.581486Z digest=sha256:2f8df1a4e606e86354e2c87734d30c7f67f76b9c82a31d0e1c1a8830b5ea1545

Observation a851f5b2-a627-4fd5-a99a-6ea216d23ffb · inbound

MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought cites this paper.

MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought MemOS: A Memory OS for AI System

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-05-21T09:34:57.230974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T09:34:16.292323Z digest=sha256:37c3359d619ff368e0d9288a644e72887eed7d4db7828a231c44cb1d6f77f385

Observation 7e83d284-514b-4436-9554-a55f622e8e63 · inbound

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering cites this paper.

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering MemOS: A Memory OS for AI System

Reference 82

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-10T17:40:14.733882Z digest=sha256:5ebf6fc090c3f032146e9b28fa73d703a69a0ead78e8ca1ec3cade4605427e6c

Observation f71c88e0-5d89-4c12-a21b-87814c29ba10 · inbound

Memory as Metabolism: A Design for Companion Knowledge Systems cites this paper.

Memory as Metabolism: A Design for Companion Knowledge Systems MemOS: A Memory OS for AI System

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:47:08.781951Z digest=sha256:9d7e7ba047bca7778eff60dc77dabaf9bac295b60459b3fb43017518758b7b1d

Observation 2c3ec5c4-ab6a-432e-aed9-1e5b3f71c26e · inbound

PersonaVLM: Long-Term Personalized Multimodal LLMs cites this paper.

PersonaVLM: Long-Term Personalized Multimodal LLMs MemOS: A Memory OS for AI System

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T08:02:10.327523Z digest=sha256:10e7f0055b0c5b8344bbdf36b1f1156dfe258a819beecebe100ef97bed128ff2

Observation 608f58d3-ebc1-40e4-b78b-7e356cfe9aba · inbound

Hierarchical Long-Term Semantic Memory for LinkedIn's Hiring Agent cites this paper.

Hierarchical Long-Term Semantic Memory for LinkedIn's Hiring Agent MemOS: A Memory OS for AI System

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-01T09:25:40.517180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-01T09:07:57.475223Z digest=sha256:3ea464c2e2b6c0725c5125aa7adc25ef96c4b93547c41180ff886207849e32af

Observation f194e22d-bd16-47ae-976a-9a23a545e41c · inbound

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory cites this paper.

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory MemOS: A Memory OS for AI System

Reference 136

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-09T19:10:30.849963Z digest=sha256:3d7c8811a3b7749a3e0f04fa687f092c266b1c38588440611302802bb6334e3e

Observation 9a976ad1-a739-4ff7-a695-177414228548 · inbound

Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses cites this paper.

Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses MemOS: A Memory OS for AI System

Reference 134

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T22:20:31.623849Z digest=sha256:679bc3a7b3f49eaa9061e205160a46500967891e67a54c25ee6889ce11fc26a0

Observation 9c3833f1-5d47-4257-aa9e-bce5938c9ea4 · inbound

Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses cites this paper.

Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses MemOS: A Memory OS for AI System

Reference 211

Resolution
unresolved
no resolver link, observed 2026-07-13T17:08:58.831798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T17:08:58.831798Z digest=sha256:b755d77371da351913852b38a55474c3a689b82ff56fe76328a2af03ad7de5c9

Observation f433c8a3-ed38-43b5-8fdf-d9c6ff878690 · inbound

Belief Memory: Agent Memory Under Partial Observability cites this paper.

Belief Memory: Agent Memory Under Partial Observability MemOS: A Memory OS for AI System

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:03:27.387562Z digest=sha256:f608ac2c93c6081fc1001e0f0441185f6ea9d5a0f66bc884889ca59b5b357d9a

Observation 24f1cfc5-91d6-43dc-b430-6e888ae4028b · inbound

Belief Memory: Agent Memory Under Partial Observability cites this paper.

Belief Memory: Agent Memory Under Partial Observability MemOS: A Memory OS for AI System

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-11T00:48:48.083210Z digest=sha256:34ac5b7fd43edce652d88b1762197a6809320ce19f7a8772957aa8a5d80f3dc2

Observation e6c5c3bf-5537-4b32-8718-41d49c6e5667 · inbound

MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval cites this paper.

MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval MemOS: A Memory OS for AI System

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T10:38:09.650561Z digest=sha256:ee7929170d1fd24556769e28f10bf31774a3d9388bcfaebc1f04e96d7a875d78

Observation 90c25e88-1ee6-498b-b82c-3cccd0d5ab78 · inbound

MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval cites this paper.

MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval MemOS: A Memory OS for AI System

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T06:59:48.014736Z digest=sha256:3a43d76c7367c0405523484dec5e9909af6495a98e44f77261e1e2200e830d91

Observation 0203b69f-0a7c-43ab-ab58-f6990c88a41b · inbound

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents cites this paper.

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T04:07:27.168365Z digest=sha256:d9e18c31135148ba8848c2d741cd4e67e28251b2c58998c5fd090e690e561f30

Observation 30ffec09-1e28-47af-a50b-a76b542b2d11 · inbound

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents cites this paper.

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T07:23:35.728424Z digest=sha256:8fad94a23aa7a5d0670112b53e4680877302aa7019462fc76250bc0df465bcaa

Observation 48ee4bae-8fa1-42e9-ab23-4860d99971f0 · inbound

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents cites this paper.

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T05:44:33.434389Z digest=sha256:114349c733950dd8c268db57deba7055e3f615828ec3c04b0cec8591f364426c

Observation 5c33f8c2-1530-4909-9125-6ddfed3e8e15 · inbound

HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution cites this paper.

HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution MemOS: A Memory OS for AI System

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-12T04:14:06.843343Z digest=sha256:44da56c79e24f15397af6718c88c379c88e918f4fff817748f928fccc6fab080

Observation 2112bdee-0932-4008-93f5-0e0387728d55 · inbound

MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading cites this paper.

MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading MemOS: A Memory OS for AI System

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T05:22:43.330891Z digest=sha256:9a31c077cd09a1a77128275c75251ecb12fce3c44b65d214ac5bf2c6a468c238

Observation c4af0caa-734e-4f60-b1f8-0c2b5e49a771 · inbound

CogniFold: Always-On Proactive Memory via Cognitive Folding cites this paper.

CogniFold: Always-On Proactive Memory via Cognitive Folding MemOS: A Memory OS for AI System

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T19:19:39.974706Z digest=sha256:3cf155023a1acc59356f7cebc88f853efcc5876e68916154f84f0ec9dff9bee2

Observation 67bc2fc7-e781-4b57-97b3-3b22bd4fe777 · inbound

CogniFold: Always-On Proactive Memory via Cognitive Folding cites this paper.

CogniFold: Always-On Proactive Memory via Cognitive Folding MemOS: A Memory OS for AI System

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-07-01T14:25:46.116592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T21:39:53.793341Z digest=sha256:852b29ebaf8515ecfcbb07e0075ca8e1d9ab919191744f34754172a5d6eb9c3d

Observation 0e4ab3fd-2f65-48fc-94c8-8de980c1a0f0 · inbound

Agentic Recommender System with Hierarchical Belief-State Memory cites this paper.

Agentic Recommender System with Hierarchical Belief-State Memory MemOS: A Memory OS for AI System

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:20:23.101348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T02:21:04.614347Z digest=sha256:bd5256d9bf017724a83977b884be5cb5d8f5fe76877754040695dfe318e91a04

Observation a9846749-8fbd-488a-ac22-3a0db4f01cd6 · inbound

Agentic Recommender System with Hierarchical Belief-State Memory cites this paper.

Agentic Recommender System with Hierarchical Belief-State Memory MemOS: A Memory OS for AI System

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-19T13:32:19.362825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-19T13:29:01.693151Z digest=sha256:c742ac4fc95157c3dc9366bcb98ed4713261bdee2dc62cb0b1e8c3c87ed89af8

Observation b2405b4c-1123-4d58-8a69-01dbfcc60481 · inbound

H-Mem: A Novel Memory Mechanism for Evolving and Retrieving Agent Memory via a Hybrid Structure cites this paper.

H-Mem: A Novel Memory Mechanism for Evolving and Retrieving Agent Memory via a Hybrid Structure MemOS: A Memory OS for AI System

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:18:54.457485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T19:17:12.017420Z digest=sha256:2a6e900e693b63089cc0b64b8087e326d720203fbb865f07f6b1dd667c6bd8d6

Observation 85d79655-5865-40f6-9954-20b425140870 · inbound

DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory cites this paper.

DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory MemOS: A Memory OS for AI System

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:03:39.725712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T19:00:19.298748Z digest=sha256:9d84fcffb168ee1195838b8b02706701ff69b0710dec09d8423ae608e450528d

Observation b58d9a43-7bc1-488a-98e3-94419048155d · inbound

DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory cites this paper.

DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory MemOS: A Memory OS for AI System

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-07-01T14:55:47.144594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T19:55:44.919079Z digest=sha256:e27ba4d3a20231821515aa2cbbe1be46a11422d42d9550f97b08a8a6ab8505f9

Observation e1dfb9a1-ae37-4ed2-81df-4e4ba678340d · inbound

Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents cites this paper.

Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents MemOS: A Memory OS for AI System

Reference 42

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T10:53:13.337711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-20T10:51:19.555985Z digest=sha256:2acde363a282e042bc75d5c899eb81907dffd0d8d8ad5f41329381e46ccbc2db

Observation d1997c91-8de0-40b3-96c2-29b36397eb76 · inbound

EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective cites this paper.

EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective MemOS: A Memory OS for AI System

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-20T11:38:14.535399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T11:35:23.892275Z digest=sha256:580e1048ef293ec68695e0744562358cb611a62dd6f24139d92ea06c1fb6d52c

Observation 8aaf7ea2-a072-4550-a76d-ea0a97d91c3c · inbound

Auto-Dreamer: Learning Offline Memory Consolidation for Language Agents cites this paper.

Auto-Dreamer: Learning Offline Memory Consolidation for Language Agents MemOS: A Memory OS for AI System

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-21T05:39:40.814554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T05:36:56.151440Z digest=sha256:78a6399031d5a27cf9a0471106c49c8cc4fb4f36479d373f3ae5aa30b2b7e728

Observation c1004af4-b6fc-49ca-b30b-919abed27f79 · inbound

MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts cites this paper.

MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts MemOS: A Memory OS for AI System

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-21T02:29:25.291800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T02:27:03.246763Z digest=sha256:6babff81585a913ab4fd1280f20df05dcd2318872071270b4c30c94b6e39d1aa

Observation fd47c587-0555-4fe3-8b18-43bcbeeba757 · inbound

Is Agent Memory a Database? Rethinking Data Foundations for Long-Term AI Agent Memory cites this paper.

Is Agent Memory a Database? Rethinking Data Foundations for Long-Term AI Agent Memory MemOS: A Memory OS for AI System

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-06-29T21:23:58.841092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T21:21:08.169082Z digest=sha256:926ab4601292a8d1e942b8f8818def53d1f7cc4e58eb37ef5c75f8161c2d5297

Observation e102227c-0370-4d7d-8f09-cd9a0fc2aad2 · inbound

ENPMR-Bench: Benchmarking Proactive Memory Retrieval for Emotional Support Agents cites this paper.

ENPMR-Bench: Benchmarking Proactive Memory Retrieval for Emotional Support Agents MemOS: A Memory OS for AI System

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:23:51.062304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T18:15:05.371353Z digest=sha256:76851023fe70ef2b26c050824f8582ba527ac96d1287fa4517965fe45371fc2e

Observation dcef9f7a-3abf-430d-80da-8f9aaa4d0249 · inbound

Personal Visual Memory from Explicit and Implicit Evidence cites this paper.

Personal Visual Memory from Explicit and Implicit Evidence MemOS: A Memory OS for AI System

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-06-29T12:43:25.456679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T12:40:34.740804Z digest=sha256:c62f337512e76fe82b60f38c106b326e6c1b3f2b6d129d507e0c42f33f6e1ace

Observation 359d1b41-26ba-4f68-a148-54723e083b12 · inbound

Hijacking Agent Memory: Stealthy Trojan Attacks Through Conversational Interaction cites this paper.

Hijacking Agent Memory: Stealthy Trojan Attacks Through Conversational Interaction MemOS: A Memory OS for AI System

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-06-29T07:13:15.892880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T07:05:40.821282Z digest=sha256:c7b6509cbc7205ffb9e73ad36f088c73e2b42221814195f95a91872fcbde4710

Observation cbdefacc-1023-4ef2-82c0-9a488038a6e4 · inbound

Eywa: Provenance-Grounded Long-Term Memory for AI Agents cites this paper.

Eywa: Provenance-Grounded Long-Term Memory for AI Agents MemOS: A Memory OS for AI System

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T00:12:50.501676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T23:14:09.522149Z digest=sha256:f534894f4ef9abd417cf126473faf64928bbf0b2da05e65b0bef6936f5915097

Observation 97546518-2514-452f-a142-5235f62b06ff · inbound

Model-Native Computing Architecture: Envisioning Future System Architecture Through the Lens of Computer Architecture cites this paper.

Model-Native Computing Architecture: Envisioning Future System Architecture Through the Lens of Computer Architecture MemOS: A Memory OS for AI System

Reference 87

Resolution
verified exact
local_arxiv, observed 2026-07-01T19:36:09.322494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T22:12:13.114405Z digest=sha256:680bf09786eaf1157bdfabaf250a77092333051da615ac330b313cace4adb27b

Observation 3da70696-693e-49dd-8c21-6ae549589edd · inbound

Beyond Similarity: Trustworthy Memory Search for Personal AI Agents cites this paper.

Beyond Similarity: Trustworthy Memory Search for Personal AI Agents MemOS: A Memory OS for AI System

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:36:56.781526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T02:00:46.389739Z digest=sha256:e68b83ce50c8428b7e3335f383fc7c1d4bfccdc3bc71dc6d41976e36497abf04

Observation c0a3d5c3-e429-4138-9d7a-e1e84dfe051f · inbound

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents cites this paper.

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents MemOS: A Memory OS for AI System

Reference 28

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T12:36:57.213769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T01:57:52.221071Z digest=sha256:815ba7f465a4aa90c607a4dd5bf2d070a7758692dcc43ac8aa7532efc4911d26

Observation 919009de-fa89-4b9d-9ea0-ccddaea401fc · inbound

TOKI: A Bitemporal Operator Algebra for Contradiction Resolution in LLM-Agent Persistent Memory cites this paper.

TOKI: A Bitemporal Operator Algebra for Contradiction Resolution in LLM-Agent Persistent Memory MemOS: A Memory OS for AI System

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-06-28T02:21:29.851586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T23:01:39.067515Z digest=sha256:53037618da4a4cd954d66ab28fea250675d163211d33db30bf156c6772805ac2

Observation f2487220-f920-4418-85af-65529eedba3a · inbound

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow cites this paper.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MemOS: A Memory OS for AI System

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.394744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:6482c2ae7bbfaa1819d4316a21a5e942d554d39a66fd69c6469c26952b3b71f8

Observation 6c5a5827-ca8b-4ee0-bc87-02543e32db8a · inbound

Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs cites this paper.

Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs MemOS: A Memory OS for AI System

Reference 80

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T01:07:30.239573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T16:49:14.243931Z digest=sha256:c93ccc435d44210cbfd9205308fc0d39484cbd6f4d8d62cf9adb9e6e7986a8d9

Observation 9a4f0dce-0652-477e-862a-bfcfe06eea97 · inbound

Are We Ready For An Agent-Native Memory System? cites this paper.

Are We Ready For An Agent-Native Memory System? MemOS: A Memory OS for AI System

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-06-25T23:58:42.754228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-25T23:52:26.260258Z digest=sha256:9b1718e867582a1e92bd1b0e2b3c407670c36d7363832413fbafe83981bd6c50

Observation f6c7a625-9ffc-4ab8-bbf3-5cb3941cf20a · inbound

Memory Shot for Long-Term Dialogue cites this paper.

Memory Shot for Long-Term Dialogue MemOS: A Memory OS for AI System

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:44:37.980097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T11:41:00.909055Z digest=sha256:7e397eccbd46bacc504bca3f4a3527115ab4ba782853c9a922823eb03449740a

Observation 26292417-d21b-4181-a893-02602078ba76 · inbound

Mandol: An Agglomerative Agent Memory System for Long-Term Conversations cites this paper.

Mandol: An Agglomerative Agent Memory System for Long-Term Conversations MemOS: A Memory OS for AI System

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-07-01T15:15:47.711981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T04:13:57.685952Z digest=sha256:5be70d08baded648742f1295e9568a9e4e4d84da9412a721a4d9d11ff08025e2

Observation ec7b2c82-6a7d-477e-9ee3-775bbfe19b35 · inbound

A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory cites this paper.

A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory MemOS: A Memory OS for AI System

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:08:21.261900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-03T14:02:49.268003Z digest=sha256:1ba3f70dcf46dc1cdde1a97679384b2dc542682310b774db44e23a8b19e07de6

Observation 9b33becb-08c5-4874-8fd6-922b62d60a5e · inbound

A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory cites this paper.

A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory MemOS: A Memory OS for AI System

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-12T08:31:35.789076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T08:31:35.789076Z digest=sha256:b7201261872315a004a77263e1fc9dec2c357d1636076b686f06800955376470

Observation 57cf353b-3000-454c-87e6-fcf88aef1f4b · inbound

PraMem: Practice-derived Experiential Memory for Long-horizon Behavior Prediction cites this paper.

PraMem: Practice-derived Experiential Memory for Long-horizon Behavior Prediction MemOS: A Memory OS for AI System

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-12T06:25:23.863962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T06:25:23.863962Z digest=sha256:55252a448737a94e4e473350ac1f817731ad37f9c56b5e2e241ce924cac89f85

Observation a80aeaba-9ca9-42e3-bc42-3277b42fec84 · inbound

LightMem-Ego: Your AI Memory for Everyday Life cites this paper.

LightMem-Ego: Your AI Memory for Everyday Life MemOS: A Memory OS for AI System

Reference 50

Resolution
unresolved
no resolver link, observed 2026-07-14T05:16:32.658643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T05:16:32.658643Z digest=sha256:50212a6a554690913128c10801e95b772530f37be8177a808b08a5a688eb3d0b

Observation 0a13d99c-09fc-452a-8ac4-2cf0106ab467 · inbound

Accurate and Efficient Long-Term Memory for LLM Agents cites this paper.

Accurate and Efficient Long-Term Memory for LLM Agents MemOS: A Memory OS for AI System

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-02T13:57:48.263446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:57:48.263446Z digest=sha256:ee12f77e6af5beb09d2f0cd67b67360b098062a74f54af3f2121396db444233b

Observation 8e1a512a-9b03-45da-89d6-0eadf59c2a78 · inbound

Supra Cognitive Modes: A Routed Architecture for Agent Memory cites this paper.

Supra Cognitive Modes: A Routed Architecture for Agent Memory MemOS: A Memory OS for AI System

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T13:32:10.369395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:32:10.369395Z digest=sha256:4ef3cbef250faec473b32b262f2375555739a16605134fc0ffe1cb52cdbc39a2

Observation 058f42b8-05ba-4755-bcd5-514981dc8dfc · inbound

CMI-Mem: Toward Generalizable Long-Term Memory Management via CMI-Augmented Reinforcement Learning cites this paper.

CMI-Mem: Toward Generalizable Long-Term Memory Management via CMI-Augmented Reinforcement Learning MemOS: A Memory OS for AI System

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T03:40:37.885300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T03:40:37.885300Z digest=sha256:7d520a3fa10cc046dd6111bf32b7cf9c2fa5f88e3a682cc34302367d90d69c88

Observation b0e377b1-cd31-45bc-9f9c-8cf4ccd3a82a · inbound

Metis: Memory Foundation Model cites this paper.

Metis: Memory Foundation Model MemOS: A Memory OS for AI System

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-30T21:56:17.731033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T21:56:17.731033Z digest=sha256:2ca6c9a416174e933f71d13ec2a28fd5e2fd3456643ab9cf6d1a358ff4fde6b6

Observation f50e94ac-65b9-456f-8c0d-fe955438038e · inbound

Metis: Memory Foundation Model cites this paper.

Metis: Memory Foundation Model MemOS: A Memory OS for AI System

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T04:28:11.120838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:28:11.120838Z digest=sha256:5c83a640b3dce6288784149316b8bbaf1ddb03b7daa5959afefe9ef98bf47ec8

Observation e1b9d05e-01b9-48e3-b831-844698bc22a6 · inbound

MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory cites this paper.

MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory MemOS: A Memory OS for AI System

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-01T00:37:10.927407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T00:37:10.927407Z digest=sha256:b994ffdf71ac47a992cb87d567b89f85bc7ab49aa0ccb503708a0edda65a2b99

Observation 483aec35-b656-49ae-8dc1-37bc915f3552 · inbound

AgentMemBench: A Systematic Benchmark for Evaluating Long-Term Memory Management Strategies in Conversational AI Agents cites this paper.

AgentMemBench: A Systematic Benchmark for Evaluating Long-Term Memory Management Strategies in Conversational AI Agents MemOS: A Memory OS for AI System

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T03:02:54.442254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T03:02:54.442254Z digest=sha256:54383ea9d00649cfa989356e7a9fac0d3f2ed6f889ec28b13ede04b9341a62e8

Observation 5a0da8fc-57ac-4707-8cd9-269d452e9b20 · inbound

LiveMem: Maintaining Memory State Continuity in Long-Running LLM Inference cites this paper.

LiveMem: Maintaining Memory State Continuity in Long-Running LLM Inference MemOS: A Memory OS for AI System

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-04T05:46:28.190664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T05:46:28.190664Z digest=sha256:7b787237901f0b909cdc96c9526527fd705426bb7ca34bcf5df055481d07b7e3