Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T08:20:22.658329Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T08:20:22.658329Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T04:28:11.120838Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
100 of 106 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation 5b4185ba-09ef-4911-a0c7-75f02eacbdb0 · outbound
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
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.
Observation 6ce3c9a3-1804-484e-aa4f-08187f329c21 · outbound
MemOS: A Memory OS for AI System A Survey of Large Language Models
Reference 2
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.
Observation a63f6f77-e677-407f-8176-188ddf93d3f7 · outbound
MemOS: A Memory OS for AI System CodeT5+: Open Code Large Language Models for Code Understanding and Generation
Reference 3
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.
Observation c1f7f296-62f6-4f69-95af-d16477f9790b · outbound
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
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.
Observation fab16c7b-208d-41f4-b0dc-c69b30092f2b · outbound
MemOS: A Memory OS for AI System Retrieval-Augmented Generation for AI-Generated Content: A Survey
Reference 5
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.
Observation 2886754a-eefe-4e3e-9e5b-bfda6dfbf050 · outbound
MemOS: A Memory OS for AI System Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 6
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.
Observation 6a5738d8-fef1-4f9d-b868-5005b6fb0cb6 · outbound
MemOS: A Memory OS for AI System A survey of graph retrieval-augmented generation for customized large language models
Reference 7
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.
Observation d143175b-251b-4459-b4cd-8aac2e8ce420 · outbound
MemOS: A Memory OS for AI System Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey
Reference 8
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.
Observation f9c9b42d-f1a7-4feb-88e9-1b653433280b · outbound
MemOS: A Memory OS for AI System Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading
Reference 9
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.
Observation 6b2d9b38-3716-44b6-b637-3bb20285ea0c · outbound
MemOS: A Memory OS for AI System From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 10
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.
Observation 617fe59c-055c-4bf4-bdaf-87236464c0cd · outbound
MemOS: A Memory OS for AI System LightRAG: Simple and Fast Retrieval-Augmented Generation
Reference 11
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.
Observation 06c4ce51-7484-4ac0-8f76-fc467da83179 · outbound
MemOS: A Memory OS for AI System Retrieval augmented generation (rag) in azure ai search
Reference 12
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.
Observation b55fe18d-363e-42d8-a702-098df70d1275 · outbound
MemOS: A Memory OS for AI System Vertex ai search
Reference 13
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.
Observation 90484e5a-20b4-4620-8e4b-353c546cff2a · outbound
MemOS: A Memory OS for AI System Build innovative ai search experiences
Reference 14
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.
Observation 93a7c3db-522f-4232-a444-38dd44744c0f · outbound
MemOS: A Memory OS for AI System Agentic rag-as-a-service company
Reference 15
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.
Observation 5fa03d8e-9791-441c-b441-29788d2d213a · outbound
MemOS: A Memory OS for AI System Freshllms: Refreshing large language models with search engine augmentation
Reference 16
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.
Observation a8921bf6-64fa-4689-a3f8-219fb0210876 · outbound
Reference 17
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.
Observation 6240218e-7a2b-4de1-93e2-31aa92921ccb · outbound
MemOS: A Memory OS for AI System Unresolved cited work
Reference 18
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.
Observation ba65104a-4318-4d83-a49d-70a7a91cc0ae · outbound
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
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.
Observation 13d4a5d0-bc60-4330-9fe1-90ea5cddf0c1 · outbound
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
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.
Observation 9e7cce6e-3309-4bd6-80c7-3c7fc90ec465 · outbound
MemOS: A Memory OS for AI System Cognitive Memory in Large Language Models
Reference 21
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.
Observation d5aa3478-a454-4f8f-907c-9455006140b0 · outbound
MemOS: A Memory OS for AI System Language Models are Unsupervised Multitask Learners
Reference 22
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.
Observation 6371004b-44f0-408c-bf83-890e01a687ca · outbound
MemOS: A Memory OS for AI System Language Models are Few-Shot Learners
Reference 23
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.
Observation 13d4e15c-a971-44a8-b584-efbe641904df · outbound
MemOS: A Memory OS for AI System Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 24
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.
Observation 86cae3b6-3b01-4a04-b05c-bb362af6899a · outbound
MemOS: A Memory OS for AI System The Power of Scale for Parameter-Efficient Prompt Tuning
Reference 25
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.
Observation 5db0fa5e-0b63-4470-8681-2683fa1e87b7 · outbound
Reference 26
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.
Observation 2220f1db-400c-4f97-8a65-01bf99403af1 · outbound
MemOS: A Memory OS for AI System P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks
Reference 27
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.
Observation 0e8ce55d-8537-4348-8810-db377cce1706 · outbound
MemOS: A Memory OS for AI System Training language models to follow instructions with human feedback
Reference 28
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.
Observation 360771aa-aa90-4e09-b9c1-10f301f6ba3f · outbound
MemOS: A Memory OS for AI System Efficient Memory Management for Large Language Model Serving with PagedAttention
Reference 29
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.
Observation 73494873-d0c9-4d63-bf45-aee67c8a8716 · outbound
MemOS: A Memory OS for AI System Efficient Streaming Language Models with Attention Sinks
Reference 30
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.
Observation 621a3b32-4197-4b50-8325-3056bd2a6197 · outbound
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
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.
Observation 110e1f2c-d1c2-47e9-8ff2-49fae135146f · outbound
MemOS: A Memory OS for AI System Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference
Reference 32
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.
Observation 3860d3be-b9de-4e39-8908-7b3c593c8eb4 · outbound
MemOS: A Memory OS for AI System Mahoney, Yakun S
Reference 33
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.
Observation 577dc9ca-44fd-4f3e-ba4d-8fc50e49423a · outbound
MemOS: A Memory OS for AI System RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
Reference 34
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.
Observation bcf996cc-5835-48be-801c-a357fa66163a · outbound
MemOS: A Memory OS for AI System Extracting Latent Steering Vectors from Pretrained Language Models
Reference 35
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.
Observation 3a42dfd5-9585-43a1-9090-1856fb98ef65 · outbound
MemOS: A Memory OS for AI System In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering
Reference 36
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.
Observation e5ce6b20-e732-4e7d-9f39-f55a7cd62c05 · outbound
MemOS: A Memory OS for AI System Steering Language Models With Activation Engineering
Reference 37
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.
Observation cadb7f67-81a3-4ef6-aa81-40987ede2057 · outbound
MemOS: A Memory OS for AI System Style vectors for steering generative large language models
Reference 38
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.
Observation bceb7ad9-7af6-4b58-9200-0edd1e872d8b · outbound
MemOS: A Memory OS for AI System Steering Llama 2 via Contrastive Activation Addition
Reference 39
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.
Observation 3a3eab93-2c52-4d1d-b728-04219c73ff45 · outbound
MemOS: A Memory OS for AI System FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation
Reference 40
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.
Observation 2577a308-f301-4432-ad0f-e32500f2459f · outbound
MemOS: A Memory OS for AI System Unresolved cited work
Reference 41
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.
Observation ceb17ad1-5056-42fb-9ea2-2aec0c008a50 · outbound
MemOS: A Memory OS for AI System EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models
Reference 42
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.
Observation 53dbc125-301c-4abd-a3f3-223e224a6b80 · outbound
MemOS: A Memory OS for AI System Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control
Reference 43
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.
Observation b15806d6-d521-4496-8e10-5c62202635c0 · outbound
MemOS: A Memory OS for AI System DESTEIN: Navigating Detoxification of Language Models via Universal Steering Pairs and Head-wise Activation Fusion
Reference 44
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.
Observation 00857d87-5de3-4f00-a453-01d0837677d7 · outbound
MemOS: A Memory OS for AI System Word Embeddings Are Steers for Language Models
Reference 45
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.
Observation 58ae0153-62d2-4dfb-8462-7fde5cef0978 · outbound
MemOS: A Memory OS for AI System Generalization through Memorization: Nearest Neighbor Language Models
Reference 46
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.
Observation 256f31cc-6cc2-4e3c-9be4-0dc95baafd3c · outbound
MemOS: A Memory OS for AI System Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models
Reference 47
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.
Observation 8e6b36c8-9f96-4214-bc63-4d58b05592a1 · outbound
MemOS: A Memory OS for AI System Noderag: Structuring graph-based rag with heterogeneous nodes
Reference 48
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.
Observation c5d3f272-6f3e-4f50-bbae-ab5c9b7d5a94 · outbound
MemOS: A Memory OS for AI System Heterag: A heterogeneous retrieval-augmented generation framework with decoupled knowledge representations
Reference 49
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.
Observation 70c94a0b-bfb1-4749-bd4e-4a3128803910 · outbound
MemOS: A Memory OS for AI System HyperGraphRAG: Retrieval-Augmented Generation with Hypergraph-Structured Knowledge Representation //
Reference 50
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.
Observation 473d2f6e-650a-492b-b549-f75c7ee39ec8 · outbound
MemOS: A Memory OS for AI System Hipporag: Neurobiologically inspired long-term memory for large language models
Reference 51
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.
Observation a930212a-a13b-44bc-8c74-e16ec78e6b44 · outbound
MemOS: A Memory OS for AI System From RAG to Memory: Non-Parametric Continual Learning for Large Language Models
Reference 52
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.
Observation 8b6ccb87-9d4f-4073-8247-b257a2938890 · outbound
MemOS: A Memory OS for AI System Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning
Reference 53
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.
Observation 19ce1044-5462-4ada-b7ad-f33074f0e940 · outbound
MemOS: A Memory OS for AI System A-MEM: Agentic Memory for LLM Agents
Reference 55
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.
Observation 33e9de9e-3328-4e10-ad01-601d0d03a605 · outbound
MemOS: A Memory OS for AI System Mem0: Building production- ready ai agents with scalable long-term memory
Reference 56
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.
Observation c547212f-947a-430f-8c29-35e0356a17ad · outbound
MemOS: A Memory OS for AI System BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 57
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.
Observation 8f5842d7-3fd1-40ef-81cc-5077a803db4b · outbound
MemOS: A Memory OS for AI System Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback
Reference 58
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.
Observation 1995090b-f1f8-46cb-b9fe-3d7e79dbd9f7 · outbound
MemOS: A Memory OS for AI System CTRL: A Conditional Transformer Language Model for Controllable Generation
Reference 59
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.
Observation a5145fe5-765e-4241-ba7c-712279abb1e9 · outbound
MemOS: A Memory OS for AI System Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge Injection
Reference 60
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.
Observation 6fbb2209-d2de-4561-a53e-ae4c4ed87c03 · outbound
MemOS: A Memory OS for AI System LoRA: Low-Rank Adaptation of Large Language Models
Reference 61
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.
Observation 515a4e52-c9f5-4ef3-aa47-3f7d93d81ebd · outbound
MemOS: A Memory OS for AI System Parametric Retrieval Augmented Generation
Reference 62
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.
Observation 7bf07a55-0b9f-4e4f-858b-6d478993a7d4 · outbound
MemOS: A Memory OS for AI System Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement
Reference 63
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.
Observation 7dde7280-7605-471b-8080-987185b2b651 · outbound
MemOS: A Memory OS for AI System Manning, and Chelsea Finn
Reference 64
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.
Observation 7d02dc83-2469-4702-9839-a5793c7bbb1c · outbound
MemOS: A Memory OS for AI System Calibrating Factual Knowledge in Pretrained Language Models
Reference 65
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.
Observation cdf8558d-d371-4067-a016-c177dafc8a4b · outbound
MemOS: A Memory OS for AI System Decouple knowledge from paramters for plug-and-play language modeling
Reference 66
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.
Observation 08c9e452-07a8-4cfb-bcf3-ebd780d02bb0 · outbound
MemOS: A Memory OS for AI System Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors
Reference 67
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.
Observation 6526906f-d696-45c6-bbac-2e061558dedd · outbound
MemOS: A Memory OS for AI System Locating and Editing Factual Associations in GPT
Reference 68
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.
Observation aa54d525-f3f0-44be-947e-4f7ccc77f575 · outbound
MemOS: A Memory OS for AI System Mass-Editing Memory in a Transformer
Reference 69
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.
Observation f5c3847a-fe6b-41b3-b1e2-ca8e17d2a33e · outbound
MemOS: A Memory OS for AI System AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
Reference 70
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.
Observation 2fd1d3ab-36ff-4197-9624-2cfb77d93ab1 · outbound
MemOS: A Memory OS for AI System Anyedit: Edit any knowledge encoded in language models
Reference 71
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.
Observation 84b08d9f-c1d2-4c07-91f4-22253a5d8bba · outbound
MemOS: A Memory OS for AI System A Comprehensive Study of Knowledge Editing for Large Language Models
Reference 72
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.
Observation 6d5906b4-22cd-4074-beeb-d9d0286adb9d · outbound
MemOS: A Memory OS for AI System Can We Continually Edit Language Models? On the Knowledge Attenuation in Sequential Model Editing
Reference 73
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.
Observation 3d6f28ad-acb3-4e21-91a4-7a7bb0df87c3 · outbound
MemOS: A Memory OS for AI System Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge
Reference 74
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.
Observation baee6392-064d-4be7-81ed-337b5558a115 · outbound
MemOS: A Memory OS for AI System Disentangling Memory and Reasoning Ability in Large Language Models
Reference 75
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.
Observation bae130b8-1f8b-4035-813e-069133aff9b2 · outbound
MemOS: A Memory OS for AI System Titans: Learning to Memorize at Test Time
Reference 76
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.
Observation a5e1621c-3234-49e5-b7db-c7b37cd523ba · outbound
MemOS: A Memory OS for AI System Editing Large Language Models: Problems, Methods, and Opportunities
Reference 77
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.
Observation 00de9536-2176-4bc7-b6c2-a8d4396298bc · outbound
MemOS: A Memory OS for AI System BiasEdit: Debiasing Stereotyped Language Models via Model Editing
Reference 78
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.
Observation ae1ec024-95cf-483a-80c2-550d3900ca41 · outbound
MemOS: A Memory OS for AI System Editing Factual Knowledge in Language Models
Reference 79
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.
Observation f09676f7-1335-42bb-94f1-0f1e0997f0b4 · outbound
MemOS: A Memory OS for AI System Unresolved cited work
Reference 80
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.
Observation 7d3ddb6c-6072-4565-93b3-cc2306bf88a5 · outbound
MemOS: A Memory OS for AI System Massive Editing for Large Language Models via Meta Learning
Reference 81
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.
Observation 8bdf03f7-86df-4391-a477-ddd974402760 · outbound
MemOS: A Memory OS for AI System QUEST: Query-Aware Sparsity for Efficient Long-Context LLM Inference
Reference 82
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.
Observation 41710a8d-73ae-450f-987f-6b2092db1bc0 · outbound
MemOS: A Memory OS for AI System Self-Detoxifying Language Models via Toxification Reversal
Reference 83
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.
Observation 8f56875f-2715-4c07-b9aa-889d48a7262d · outbound
MemOS: A Memory OS for AI System Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories
Reference 84
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.
Observation ca4822d1-1680-47bf-be4f-20f8f484c658 · outbound
MemOS: A Memory OS for AI System Inference-Time Intervention: Eliciting Truthful Answers from a Language Model
Reference 85
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.
Observation 80674b52-4a89-4b64-bc41-986982d5af7b · outbound
MemOS: A Memory OS for AI System InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance
Reference 86
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.
Observation 2202ae55-dff3-46f3-9a2b-c5432d3296d1 · outbound
MemOS: A Memory OS for AI System Improving Instruction-Following in Language Models through Activation Steering
Reference 87
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.
Observation 97197c54-0a4c-42dc-bf96-33f80f99d591 · outbound
MemOS: A Memory OS for AI System LLaMA: Open and Efficient Foundation Language Models
Reference 88
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.
Observation b3e957ec-3179-4dde-aa00-4504dc97fe09 · outbound
MemOS: A Memory OS for AI System Llama 2: Open Foundation and Fine-Tuned Chat Models, July
Reference 89
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.
Observation 05909af8-7793-4e6e-9fe4-b455f77be20d · outbound
MemOS: A Memory OS for AI System Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 90
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.
Observation d8020123-79f6-4ca4-b4a8-ab5c89d2ee92 · outbound
MemOS: A Memory OS for AI System A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models
Reference 91
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.
Observation c324bdea-d704-488c-a343-8c6e89ad718c · outbound
MemOS: A Memory OS for AI System Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang
Reference 92
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.
Observation 58734e8e-028c-4838-be14-c8d1be1a61b0 · outbound
MemOS: A Memory OS for AI System A Survey on In-context Learning
Reference 93
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.
Observation f43514f5-b82c-431d-9e81-dcfa6d1cf7be · outbound
MemOS: A Memory OS for AI System Robertson and Hugo Zaragoza
Reference 94
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.
Observation b643a366-3eac-461f-b45e-38df797bcd36 · outbound
MemOS: A Memory OS for AI System Sentence-bert: Sentence embeddings using siamese bert-networks
Reference 95
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.
Observation 668ac51a-707e-4abf-aecf-f995b9f0d3b6 · outbound
MemOS: A Memory OS for AI System Ensemble retriever
Reference 96
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.
Observation 1ddc8ebe-fdc8-4ca5-b929-6c71cc2cc2d7 · outbound
MemOS: A Memory OS for AI System Ai-native memory 2.0: Second me
Reference 97
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.
Observation 3390e22e-3065-40c4-8fc3-8db2be54caae · outbound
MemOS: A Memory OS for AI System AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 98
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.
Observation cc970bb8-c8a9-4914-adea-69b8d39dc541 · outbound
MemOS: A Memory OS for AI System MemGPT: Towards LLMs as Operating Systems
Reference 100
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.
Observation c014b441-a130-43de-a010-e318830277eb · outbound
MemOS: A Memory OS for AI System Lima: Less is more for alignment
Reference 101
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.
Observation 95da78a8-76f9-4a49-b139-94564fff847e · outbound
MemOS: A Memory OS for AI System Evaluating Very Long-Term Conversational Memory of LLM Agents
Reference 102
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.
Observation c2a668d2-79d9-4c39-9cb0-6bc02314cef3 · inbound
What Deserves Memory: Adaptive Memory Distillation for LLM Agents MemOS: A Memory OS for AI System
Reference 12
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.
Observation e16c50f8-406e-4207-8dfe-e93c1d9019de · inbound
Toward Efficient Agents: Memory, Tool learning, and Planning MemOS: A Memory OS for AI System
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f042ec02-691a-41c8-86ac-2adc5a87a796 · inbound
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning MemOS: A Memory OS for AI System
Reference 14
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.
Observation acfc9cbf-eaba-4332-9465-1220bbd6fd74 · inbound
Improve Large Language Model Systems with User Logs MemOS: A Memory OS for AI System
Reference 23
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.
Observation b0263253-d846-4e5c-82e5-abfe7fa3c924 · inbound
Improve Large Language Model Systems with User Logs MemOS: A Memory OS for AI System
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acabd136-933e-4c1d-b742-5aa306a23e09 · inbound
HyMem: Hybrid Memory Architecture with Dynamic Retrieval Scheduling MemOS: A Memory OS for AI System
Reference 38
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.
Observation e53f90af-8ca4-47b8-8066-37df782ac7f7 · inbound
PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments MemOS: A Memory OS for AI System
Reference 30
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.
Observation 1fb7bc74-a6c3-4f53-a23c-5b20c3eccda3 · inbound
AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment MemOS: A Memory OS for AI System
Reference 20
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.
Observation ed597ce9-93d1-4d10-a66c-6bb77aadacf3 · inbound
MemFactory: Unified Inference & Training Framework for Agent Memory MemOS: A Memory OS for AI System
Reference 6
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.
Observation c3da953e-1d3b-47f3-9666-da6535e5b373 · inbound
Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation MemOS: A Memory OS for AI System
Reference 2
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.
Observation 2424a231-b8e6-4210-b812-ece377efa6ee · inbound
Memory in the LLM Era: Modular Architectures and Strategies in a Unified Framework MemOS: A Memory OS for AI System
Reference 48
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.
Observation 84c66349-4c64-470b-af80-d7facb6835af · inbound
MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents MemOS: A Memory OS for AI System
Reference 16
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.
Observation 0eba50d5-280c-42ca-bad8-fb3326a4c3b4 · inbound
FileGram: Grounding Agent Personalization in File-System Behavioral Traces MemOS: A Memory OS for AI System
Reference 11
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.
Observation fdd5b1bd-c7c4-41e4-9679-b2c1af982888 · inbound
HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues MemOS: A Memory OS for AI System
Reference 29
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.
Observation d688e2ee-962e-4972-a333-bf8a3e2c6de0 · inbound
MemReader: From Passive to Active Extraction for Long-Term Agent Memory MemOS: A Memory OS for AI System
Reference 5
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.
Observation b6d9c8e6-747e-4583-9783-1990ff2b808f · inbound
MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought MemOS: A Memory OS for AI System
Reference 19
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.
Observation a851f5b2-a627-4fd5-a99a-6ea216d23ffb · inbound
MemCoT: Test-Time Scaling through Memory-Driven Chain-of-Thought MemOS: A Memory OS for AI System
Reference 19
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.
Observation 7e83d284-514b-4436-9554-a55f622e8e63 · inbound
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering MemOS: A Memory OS for AI System
Reference 82
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.
Observation f71c88e0-5d89-4c12-a21b-87814c29ba10 · inbound
Memory as Metabolism: A Design for Companion Knowledge Systems MemOS: A Memory OS for AI System
Reference 24
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.
Observation 2c3ec5c4-ab6a-432e-aed9-1e5b3f71c26e · inbound
PersonaVLM: Long-Term Personalized Multimodal LLMs MemOS: A Memory OS for AI System
Reference 22
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.
Observation 608f58d3-ebc1-40e4-b78b-7e356cfe9aba · inbound
Hierarchical Long-Term Semantic Memory for LinkedIn's Hiring Agent MemOS: A Memory OS for AI System
Reference 15
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.
Observation f194e22d-bd16-47ae-976a-9a23a545e41c · inbound
Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory MemOS: A Memory OS for AI System
Reference 136
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.
Observation 9a976ad1-a739-4ff7-a695-177414228548 · inbound
Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses MemOS: A Memory OS for AI System
Reference 134
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.
Observation 9c3833f1-5d47-4257-aa9e-bce5938c9ea4 · inbound
Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses MemOS: A Memory OS for AI System
Reference 211
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f433c8a3-ed38-43b5-8fdf-d9c6ff878690 · inbound
Belief Memory: Agent Memory Under Partial Observability MemOS: A Memory OS for AI System
Reference 9
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.
Observation 24f1cfc5-91d6-43dc-b430-6e888ae4028b · inbound
Belief Memory: Agent Memory Under Partial Observability MemOS: A Memory OS for AI System
Reference 9
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.
Observation e6c5c3bf-5537-4b32-8718-41d49c6e5667 · inbound
MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval MemOS: A Memory OS for AI System
Reference 2
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.
Observation 90c25e88-1ee6-498b-b82c-3cccd0d5ab78 · inbound
MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval MemOS: A Memory OS for AI System
Reference 2
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.
Observation 0203b69f-0a7c-43ab-ab58-f6990c88a41b · inbound
MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System
Reference 21
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.
Observation 30ffec09-1e28-47af-a50b-a76b542b2d11 · inbound
MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System
Reference 21
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.
Observation 48ee4bae-8fa1-42e9-ab23-4860d99971f0 · inbound
MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents MemOS: A Memory OS for AI System
Reference 21
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.
Observation 5c33f8c2-1530-4909-9125-6ddfed3e8e15 · inbound
HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution MemOS: A Memory OS for AI System
Reference 8
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.
Observation 2112bdee-0932-4008-93f5-0e0387728d55 · inbound
MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading MemOS: A Memory OS for AI System
Reference 35
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.
Observation c4af0caa-734e-4f60-b1f8-0c2b5e49a771 · inbound
CogniFold: Always-On Proactive Memory via Cognitive Folding MemOS: A Memory OS for AI System
Reference 31
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.
Observation 67bc2fc7-e781-4b57-97b3-3b22bd4fe777 · inbound
CogniFold: Always-On Proactive Memory via Cognitive Folding MemOS: A Memory OS for AI System
Reference 31
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.
Observation 0e4ab3fd-2f65-48fc-94c8-8de980c1a0f0 · inbound
Agentic Recommender System with Hierarchical Belief-State Memory MemOS: A Memory OS for AI System
Reference 10
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.
Observation a9846749-8fbd-488a-ac22-3a0db4f01cd6 · inbound
Agentic Recommender System with Hierarchical Belief-State Memory MemOS: A Memory OS for AI System
Reference 10
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.
Observation b2405b4c-1123-4d58-8a69-01dbfcc60481 · inbound
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
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.
Observation 85d79655-5865-40f6-9954-20b425140870 · inbound
DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory MemOS: A Memory OS for AI System
Reference 27
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.
Observation b58d9a43-7bc1-488a-98e3-94419048155d · inbound
DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory MemOS: A Memory OS for AI System
Reference 27
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.
Observation e1dfb9a1-ae37-4ed2-81df-4e4ba678340d · inbound
Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents MemOS: A Memory OS for AI System
Reference 42
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.
Observation d1997c91-8de0-40b3-96c2-29b36397eb76 · inbound
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective MemOS: A Memory OS for AI System
Reference 21
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.
Observation 8aaf7ea2-a072-4550-a76d-ea0a97d91c3c · inbound
Auto-Dreamer: Learning Offline Memory Consolidation for Language Agents MemOS: A Memory OS for AI System
Reference 14
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.
Observation c1004af4-b6fc-49ca-b30b-919abed27f79 · inbound
MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts MemOS: A Memory OS for AI System
Reference 12
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.
Observation fd47c587-0555-4fe3-8b18-43bcbeeba757 · inbound
Is Agent Memory a Database? Rethinking Data Foundations for Long-Term AI Agent Memory MemOS: A Memory OS for AI System
Reference 22
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.
Observation e102227c-0370-4d7d-8f09-cd9a0fc2aad2 · inbound
ENPMR-Bench: Benchmarking Proactive Memory Retrieval for Emotional Support Agents MemOS: A Memory OS for AI System
Reference 1
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.
Observation dcef9f7a-3abf-430d-80da-8f9aaa4d0249 · inbound
Personal Visual Memory from Explicit and Implicit Evidence MemOS: A Memory OS for AI System
Reference 5
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.
Observation 359d1b41-26ba-4f68-a148-54723e083b12 · inbound
Hijacking Agent Memory: Stealthy Trojan Attacks Through Conversational Interaction MemOS: A Memory OS for AI System
Reference 27
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.
Observation cbdefacc-1023-4ef2-82c0-9a488038a6e4 · inbound
Eywa: Provenance-Grounded Long-Term Memory for AI Agents MemOS: A Memory OS for AI System
Reference 14
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.
Observation 97546518-2514-452f-a142-5235f62b06ff · inbound
Model-Native Computing Architecture: Envisioning Future System Architecture Through the Lens of Computer Architecture MemOS: A Memory OS for AI System
Reference 87
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.
Observation 3da70696-693e-49dd-8c21-6ae549589edd · inbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents MemOS: A Memory OS for AI System
Reference 6
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.
Observation c0a3d5c3-e429-4138-9d7a-e1e84dfe051f · inbound
When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents MemOS: A Memory OS for AI System
Reference 28
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.
Observation 919009de-fa89-4b9d-9ea0-ccddaea401fc · inbound
TOKI: A Bitemporal Operator Algebra for Contradiction Resolution in LLM-Agent Persistent Memory MemOS: A Memory OS for AI System
Reference 41
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.
Observation f2487220-f920-4418-85af-65529eedba3a · inbound
PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MemOS: A Memory OS for AI System
Reference 42
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.
Observation 6c5a5827-ca8b-4ee0-bc87-02543e32db8a · inbound
Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs MemOS: A Memory OS for AI System
Reference 80
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.
Observation 9a4f0dce-0652-477e-862a-bfcfe06eea97 · inbound
Are We Ready For An Agent-Native Memory System? MemOS: A Memory OS for AI System
Reference 17
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.
Observation f6c7a625-9ffc-4ab8-bbf3-5cb3941cf20a · inbound
Memory Shot for Long-Term Dialogue MemOS: A Memory OS for AI System
Reference 19
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.
Observation 26292417-d21b-4181-a893-02602078ba76 · inbound
Mandol: An Agglomerative Agent Memory System for Long-Term Conversations MemOS: A Memory OS for AI System
Reference 30
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.
Observation ec7b2c82-6a7d-477e-9ee3-775bbfe19b35 · inbound
A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory MemOS: A Memory OS for AI System
Reference 13
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.
Observation 9b33becb-08c5-4874-8fd6-922b62d60a5e · inbound
A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory MemOS: A Memory OS for AI System
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57cf353b-3000-454c-87e6-fcf88aef1f4b · inbound
PraMem: Practice-derived Experiential Memory for Long-horizon Behavior Prediction MemOS: A Memory OS for AI System
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a80aeaba-9ca9-42e3-bc42-3277b42fec84 · inbound
LightMem-Ego: Your AI Memory for Everyday Life MemOS: A Memory OS for AI System
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a13d99c-09fc-452a-8ac4-2cf0106ab467 · inbound
Accurate and Efficient Long-Term Memory for LLM Agents MemOS: A Memory OS for AI System
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e1a512a-9b03-45da-89d6-0eadf59c2a78 · inbound
Supra Cognitive Modes: A Routed Architecture for Agent Memory MemOS: A Memory OS for AI System
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 058f42b8-05ba-4755-bcd5-514981dc8dfc · inbound
CMI-Mem: Toward Generalizable Long-Term Memory Management via CMI-Augmented Reinforcement Learning MemOS: A Memory OS for AI System
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0e377b1-cd31-45bc-9f9c-8cf4ccd3a82a · inbound
Metis: Memory Foundation Model MemOS: A Memory OS for AI System
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f50e94ac-65b9-456f-8c0d-fe955438038e · inbound
Metis: Memory Foundation Model MemOS: A Memory OS for AI System
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1b9d05e-01b9-48e3-b831-844698bc22a6 · inbound
MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory MemOS: A Memory OS for AI System
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 483aec35-b656-49ae-8dc1-37bc915f3552 · inbound
AgentMemBench: A Systematic Benchmark for Evaluating Long-Term Memory Management Strategies in Conversational AI Agents MemOS: A Memory OS for AI System
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a0da8fc-57ac-4707-8cd9-269d452e9b20 · inbound
LiveMem: Maintaining Memory State Continuity in Long-Running LLM Inference MemOS: A Memory OS for AI System
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.