Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:18:58.347263Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 42 inbound Pith citation observations for arXiv:2505.22101.
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 2026-08-07T13:18:58.347263Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:46:04.536070Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
43 of 43 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Observation c72f23d4-33a3-423a-859c-b23639c51cab · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Language Models are Few-Shot Learners
Reference 1
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Observation 5777abb9-ead4-4af7-bd45-e9bdc391522b · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Editing Factual Knowledge in Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a77e8d57-85fc-4519-8ca8-c07793024d6a · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b99f05f-3c2e-4ddc-a442-95e655c44f21 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 4
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Unavailable: canonical work link unavailable.
Observation 8850cbde-6070-4485-8dc2-b811f5e58ad6 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models BERT: Pre-training of Deep Bidirec- tional Transformers for Language Understanding
Reference 5
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Unavailable: canonical work link unavailable.
Observation c85993ca-831a-479e-9201-311f72860cd4 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference
Reference 6
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Observation 48e123f4-d452-42af-b65e-e4b6f2c009bf · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01f97045-631a-4efe-806c-7bd5d8754b19 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1ab6ed3-5a4f-45fe-b5b9-5f148b89c965 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5eba1a79-8fbf-4518-82bd-05dd6e77762f · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7b6e2ec-b872-44a8-89d4-f5a775f3ab59 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models LightRAG: Simple and Fast Retrieval-Augmented Generation
Reference 11
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Unavailable: canonical work link unavailable.
Observation 873711da-0e35-4f69-bb5a-38e176844004 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Hipporag: Neurobiologically inspired long-term memory for large language models
Reference 12
Source-reported events for the cited work
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Observation d231be96-293a-4eef-b084-2ff24db144bf · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Distilling step-by-step! outperforming larger language models with less training data and smaller model sizes
Reference 13
Source-reported events for the cited work
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Observation ce527d89-5da2-4c11-a8dd-689bb3be8180 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models LoRA: Low-Rank Adaptation of Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3c12923-51bf-4ff3-93a2-e44d92549503 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Generalization through Memorization: Nearest Neighbor Language Models
Reference 15
Source-reported events for the cited work
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Observation 1cdfe3d3-3e9e-498b-8c34-872a409f5ae5 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Efficient Memory Management for Large Language Model Serving with PagedAttention
Reference 16
Source-reported events for the cited work
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Observation 6bb1e755-faf4-4f8d-9098-f2161d633a1d · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3708977f-a155-4041-b615-76367e377e1c · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b41a778-4dee-43bd-9f1e-f22d446fc78c · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Locating and Editing Factual Associations in GPT
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd6e3cda-1ba8-4f9b-9b76-a78f07b28528 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Mass-Editing Memory in a Transformer
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eb5d2b9-aab4-41d4-bdea-18a92244b15a · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Training language models to follow instructions with human feedback
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c72d72b9-20ae-4162-b3a5-56d9fcdb736f · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models MemGPT: Towards LLMs as Operating Systems
Reference 22
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Unavailable: canonical work link unavailable.
Observation e7e727c1-35dd-4092-8bdf-8d3b4fffe684 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Cognitive Memory in Large Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e869f1e4-45ae-41f5-9d99-bf872a380c2f · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Parametric Retrieval Augmented Generation
Reference 24
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Unavailable: canonical work link unavailable.
Observation 0235acbc-af5e-456c-881b-0212fd301b6a · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Extracting Latent Steering Vectors from Pretrained Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ab7519b-2e80-47db-b325-e768c1c41a3c · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2bbdfdc-f362-4481-8822-25a39b2d9af6 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Steering Language Models With Activation Engineering
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 907383fa-864d-4bd9-8cb4-4a5b6a1c217c · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2cd8056-d0a9-4202-b587-c54670cc48dc · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Ai-native memory 2.0: Second me,
Reference 29
Source-reported events for the cited work
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Observation 242844fc-0846-416a-ac22-91bf8767365f · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs
Reference 30
Source-reported events for the cited work
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Observation 8d972614-0d7d-4db8-882b-6b807d14dd04 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f190fdce-974b-4174-bed5-e0195e294252 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models BiasEdit: Debiasing Stereotyped Language Models via Model Editing
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40c77ece-80a6-4a8a-8643-9b4271236eb1 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e99b825f-3895-4bdb-b0b1-d1bba06772ee · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models $\text{Memory}^3$: Language Modeling with Explicit Memory
Reference 34
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Unavailable: canonical work link unavailable.
Observation e1aad9de-1607-463a-9937-0940fef8b1b6 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46a2cb45-1040-4e83-a118-f66b31aad284 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models A Comprehensive Study of Knowledge Editing for Large Language Models
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 557d6f77-27ab-46cb-9e82-1d1ce346f167 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Explainability for large language models: A survey, 2023
Reference 37
Source-reported events for the cited work
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Observation 53da3a2c-8493-4669-b583-ccdbbe1b82ef · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Retrieval-Augmented Generation for AI-Generated Content: A Survey
Reference 38
Source-reported events for the cited work
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Observation 9c9ac22a-a795-4cad-842b-a520159aa22a · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models A Survey of Large Language Models
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ae4302e-6e86-4fc7-baab-78b793444db8 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Retrieval-Augmented Generation for AI-Generated Content: A Survey
Reference 42
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Unavailable: canonical work link unavailable.
Observation b9961def-577f-417f-9953-127b833f471b · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models ISBN 979-8-4007-0229-7
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1be40c00-bb11-4be4-bf3e-69b60dd80e72 · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3763ef3-e227-4117-b5db-4b61ac5ff08a · outbound
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models AI-native Memory 2.0: Second Me
Reference 2025
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Observation 0484edd7-dcad-4fae-b3f7-d607773bb37a · inbound
Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 138
Source-reported events for the cited work
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Observation e18ba0ae-2397-4737-bc02-d1be6baa80f2 · inbound
Memory as a Service (MaaS): Purpose-Bound Memory Mediation for Cooperative Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 10
Source-reported events for the cited work
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Observation e0dffe7f-9cc0-4332-978c-feac56b8c59d · inbound
A global log for medical AI MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b3968af-c110-44cb-8789-f5fb48c91e66 · inbound
Agentic Reasoning for Large Language Models MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 13
Source-reported events for the cited work
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Observation 182eff91-b3a5-4b13-a462-93b91d76dab3 · inbound
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 2021
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Observation 9544df67-ef44-41a5-8123-7f80542d1337 · inbound
ActMem: Bridging the Gap Between Memory Retrieval and Reasoning in LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 12
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Observation 2619db7e-edce-4d7e-8be7-cc4ad648d543 · inbound
Opal: Private Memory for Personal AI MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 129
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Observation 85a6c9a9-bbc1-410b-8d92-b86d90cbb3cd · inbound
MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 17
Source-reported events for the cited work
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Observation 52b84b04-f04c-4372-b2dc-9be8d2dee93a · inbound
Retrieval Is Not Enough: Why Organizational AI Needs Epistemic Infrastructure MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 25
Source-reported events for the cited work
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Observation 3b8a5a5b-ae4a-4486-9832-fc18a4112a79 · inbound
Retrieval Is Not Enough: Why Organizational AI Needs Epistemic Infrastructure MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 25
Source-reported events for the cited work
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Observation 792e1a23-a3fa-4578-a9bf-f06e2e8b42e0 · inbound
Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 46
Source-reported events for the cited work
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Observation 0f919b04-bcde-4c62-b16f-381f3556a0e3 · inbound
Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 44
Source-reported events for the cited work
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Observation f6f76abf-4193-488d-b87f-ffbb2bf3ef5f · inbound
When Stored Evidence Stops Being Usable: Scale-Conditioned Evaluation of Agent Memory MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 43
Source-reported events for the cited work
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Observation cd46cfc0-826e-460b-8290-2340137f419b · inbound
MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 19
Source-reported events for the cited work
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Observation 0ac4cdaf-2f4f-4096-8a49-1c056cab5e37 · inbound
SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 239
Source-reported events for the cited work
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Observation 27eaa095-cc0d-4e85-9e0c-3e6dba95a6b8 · inbound
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 31
Source-reported events for the cited work
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Observation 2140ebb1-185f-49c5-b18c-697abb39164d · inbound
Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 15
Source-reported events for the cited work
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Observation 4ead952f-689a-4430-bfbf-eaf4df9dbe01 · inbound
PyraVid: Hierarchical Multimodal Memory for Long-Horizon Video Reasoning MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 35
Source-reported events for the cited work
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Observation 7fbf2433-a2b5-4f4d-bee7-fbcc8f4af16e · inbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 9
Source-reported events for the cited work
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Observation 87e45243-0507-425e-b407-d6138afd9d36 · inbound
MemMark: State-Evolution Attribution Watermarking for Agent Long-Term Memory Systems MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 7
Source-reported events for the cited work
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Observation a33f9e05-6389-48db-b562-7c363189d612 · inbound
EfficientGraph-RAG: Structured Retrieval-State Management for Cross-Task Retrieval-Augmented Generation MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 9
Source-reported events for the cited work
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Observation 1fff4415-989f-4a8d-bb19-2cd625c06132 · inbound
MemGuard: Preventing Memory Contamination in Long-Term Memory-Augmented Large Language Models MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 2
Source-reported events for the cited work
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Observation a68a4c7a-dd2b-4e1a-a652-fa1a49575971 · inbound
VikingMem: A Memory Base Management System for Stateful LLM-based Applications MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 36
Source-reported events for the cited work
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Observation 632117b4-0a02-4cb0-bda5-82a73380ecf6 · inbound
Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 10
Source-reported events for the cited work
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Observation e7dee7f6-3330-4ed1-92c8-11344879dadd · inbound
How LoRA Remembers? A Parametric Memory Law for LLM Finetuning MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 22
Source-reported events for the cited work
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Observation 967ec5e7-7f42-4b59-aa06-2d1614af75de · inbound
PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 72
Source-reported events for the cited work
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Observation 47ffbfdb-6155-46f9-8455-e3bae5031e17 · inbound
Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 6
Source-reported events for the cited work
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Observation 21626257-71ae-4b92-8a9a-74f4154c865e · inbound
SubtleMemory: A Benchmark for Fine-Grained Relational Memory Discrimination in Long-Horizon AI Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 1
Source-reported events for the cited work
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Observation 7199dc0c-11d2-4661-b8cf-a5d4f5c32c4d · inbound
Rosetta Memory: Adaptive Memory for Cross-LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 11
Source-reported events for the cited work
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Observation d32a7580-ee47-454c-8be5-ba30392babdc · inbound
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 31
Source-reported events for the cited work
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Observation 85bf815a-6b11-4876-8a17-982ace3323df · inbound
Decentralized Multi-Agent Systems with Shared Context MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 12
Source-reported events for the cited work
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Observation f0c72952-bc2c-4420-a2d5-4562816cbb42 · inbound
Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 19
Source-reported events for the cited work
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Observation e2415969-8ab0-41c1-8e58-eb0393a68c03 · inbound
User as Engram: Internalizing Per-User Memory as Local Parametric Edits MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 63
Source-reported events for the cited work
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Observation 293b3fd3-8289-41c4-928f-2e0aa0f4869c · inbound
MetaPS: Adaptive Programmatic Strategy Selection for Market Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 137
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 61bf9f00-2619-4ea9-9586-4b53eff2bf00 · inbound
MemLeak: Diagnosing Information Leaks in Multimodal Agent Memory MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6324a904-2ce3-4302-9dec-28fece4f5734 · inbound
Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 133
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Unavailable: canonical work link unavailable.
Observation 4b3093fb-c672-42c5-8860-a1112f3503fc · inbound
Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 133
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Observation 7a287ec7-9ebf-42ff-b32e-835fb63fd9f9 · inbound
From Passive Retrieval to Active Memory Navigation: Learning to Use Memory as a Structured Action Space MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e252f059-912e-4cba-8b5d-bd908f8bb083 · inbound
DualDecoder: Accelerate Long Context LLM Inference by Predictive Prefetch MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 18
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Observation 03ce7c4c-f34d-43b6-8316-54b8b215c814 · inbound
Reproducing LightMem: Naive RAG Is Just as Good for Memory Management MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 14
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Observation f711fcf6-9e5d-421d-955a-a6b321bfde9b · inbound
PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 166
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Unavailable: canonical work link unavailable.
Observation a0fd9ca6-85d8-4ebb-afa9-21b7aa4a1f90 · inbound
PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 166
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