Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:36:05.809955Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 78 inbound Pith citation observations for arXiv:2507.05257.
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 2026-08-06T19:36:05.809955Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T19:22:00.025745Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
64 of 64 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Observation cb024c05-9fb6-4fd9-b01b-b7e8dfe5659a · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f406b13-9b0b-4d08-8fd4-5faedad1a2d5 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61e863c0-4bbd-46f7-ac7d-3ae972265506 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova
Reference 6
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Unavailable: canonical work link unavailable.
Observation 8fa17c0b-7259-4639-84ee-85b74485d750 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions URL https://aclanthology.org/2024.sighan-1.18/
Reference 7
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Unavailable: canonical work link unavailable.
Observation bf5fd743-4a73-42c4-8891-34a7448314c8 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
Reference 9
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Unavailable: canonical work link unavailable.
Observation f17f3f6f-2faf-46ea-9610-ffe178102da8 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems
Reference 10
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Unavailable: canonical work link unavailable.
Observation 32fb0704-2b25-4028-81ac-b575479784e0 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions From RAG to Memory: Non-Parametric Continual Learning for Large Language Models
Reference 11
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Unavailable: canonical work link unavailable.
Observation 87aa1a07-4aed-4e8a-af28-8581feb6943e · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions RULER: What's the Real Context Size of Your Long-Context Language Models?
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7d1eed0-b7f6-4d57-ab20-a9248423f5e1 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Unsupervised Dense Information Retrieval with Contrastive Learning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff6b2f5d-de08-4743-aa02-09393f0c8630 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions While for the HippoRAG-v2 method, we follow the same experimental setting as in Gutiérrez et al
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c166612d-70e2-4826-830b-d3e1921ad539 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Memory OS of AI Agent
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92b3d2d0-8b58-4f10-b414-8dcde30572c8 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions One Thousand and One Pairs: A "novel" challenge for long-context language models
Reference 16
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Observation 3b663590-0ecd-4a31-8d3f-a35d4c007dee · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions GitHub repository
Reference 17
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Unavailable: canonical work link unavailable.
Observation a0e075c1-422d-47b9-ac89-42d08829cf12 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K
Reference 18
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Unavailable: canonical work link unavailable.
Observation f1d14d3c-e6e1-4c94-86d3-f8288cc9d387 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e45dec87-cd28-41f6-a99b-9bc62595d241 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions LooGLE: Can Long-Context Language Models Understand Long Contexts?
Reference 20
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Unavailable: canonical work link unavailable.
Observation 3aefc12c-ef77-48d2-95bf-bcefbc0d3180 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Learning question classifiers
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ea009ffe-3427-4d2c-b892-99cf611942c7 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Benchmarking Natural Language Understanding Services for building Conversational Agents
Reference 24
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Unavailable: canonical work link unavailable.
Observation 8950f5d3-5cc9-4931-a4d5-1ef23ab0ada6 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Evaluating Very Long-Term Conversational Memory of LLM Agents
Reference 25
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Unavailable: canonical work link unavailable.
Observation 9f1c333d-35f2-45ee-b8a8-c5a57b44463a · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 26
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Unavailable: canonical work link unavailable.
Observation c979e8b9-392e-4474-9aea-c4caa49852c9 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions 14 Published as a conference paper at ICLR 2026 Cheng Niu, Yuanhao Wu, Juno Zhu, Siliang Xu, Kashun Shum, Randy Zhong, Juntong Song, and Tong Zhang
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 15fed6b5-aa89-445e-b614-2be39d1f3586 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Kilt: a benchmark for knowledge intensive language tasks
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51708ea8-22a3-40a4-89cb-1fd944e2f55a · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Memorag: Boosting long context processing with global memory-enhanced retrieval augmentation
Reference 32
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Unavailable: canonical work link unavailable.
Observation 37e1b3f2-d7bf-49f7-a04a-eb58c80e9469 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Reference 33
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Unavailable: canonical work link unavailable.
Observation 422e4cda-1794-48d9-9e95-93c8fe6e3787 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92252244-249a-49ec-9a48-fc1d98016de6 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Freshllms: Refreshing large language models with search engine augmentation
Reference 36
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Unavailable: canonical work link unavailable.
Observation 99af9aae-2f5e-47a5-a31e-b252d9768f55 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions StoryBench: A Dynamic Benchmark for Evaluating Long-Term Memory with Multi Turns
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6abbe1cc-a73a-4451-93cb-151c3b6b5170 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17e3b299-2edc-45c4-a2c1-0de8608bea0c · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions MEMORYLLM: Towards Self-Updatable Large Language Models
Reference 39
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Unavailable: canonical work link unavailable.
Observation 01d6b84d-1b70-4b23-8dd8-451a0831f8e7 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Yu Wang, Chi Han, Tongtong Wu, Xiaoxin He, Wangchunshu Zhou, Nafis Sadeq, Xiusi Chen, ZexueHe, WeiWang, GholamrezaHaffari, HengJi, andJulianJ.McAuley
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b18d26d4-f508-41de-b897-e6cbefc84766 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings
Reference 42
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Unavailable: canonical work link unavailable.
Observation efeef631-7d46-4bf3-8d40-b7f1e7be1bcf · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions A-MEM: Agentic Memory for LLM Agents
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f54f1b45-bb90-4b3f-8842-a2cd6ba246c4 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions DetectiveQA: Evaluating Long-Context Reasoning on Detective Novels
Reference 44
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Unavailable: canonical work link unavailable.
Observation 19a2db10-b3d0-44e6-af6f-cc712ef51006 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67faf2a3-9597-47ff-a17e-6c59578e1aa0 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Explicit memory learning with expectation maximization
Reference 46
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Unavailable: canonical work link unavailable.
Observation fb6b9d5f-60ed-474d-9808-4430002b9bb7 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 924f5862-210d-4215-b241-673c9de81809 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85a4ef48-d11c-47c9-ac17-ddb353f18903 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
Reference 49
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Unavailable: canonical work link unavailable.
Observation 68153a1e-a7e9-4e27-bc83-d978f95d489e · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions MemoryBank: Enhancing Large Language Models with Long-Term Memory
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bea139d1-4fc7-47ef-8335-6e409b3d6986 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Additionally, we used the LLM to generate character icons, which were later used in the creation of our main plot visualization
Reference 51
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Unavailable: canonical work link unavailable.
Observation f526115f-b434-4937-bd26-416ad3262025 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions long context
Reference 52
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Unavailable: canonical work link unavailable.
Observation 0876a441-5ab6-4a07-b000-80ee9b46b894 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dec1762a-8ab2-4452-9433-ee56e9893501 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions 21 Published as a conference paper at ICLR 2026 (3) Structure-Augmented RAG AgentsRAPTOR (Sarthi et al.,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 79599c40-a708-4c2e-a1ab-5ab2704134e7 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Be- yond pairwise graph structures, hypergraph-based architectures that capture higher-order group-wise relationships over temporal sequences (Tan et al
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9901243b-76ab-4c98-8594-944b1346dfba · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Self-RAG use LLMs as the agent to decide when/what to retrieve and to critique its own outputs
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 58286408-5a70-4c48-8411-3e753c167682 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions label: {{label}}
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b1e766ee-2647-45c6-bc9a-ccb3f00c55af · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Meanwhile, methods such as Mem0, Cognee and MIRIX need extremely high resources when constructing the memory
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4073b47c-ec71-4074-af0d-f4de066fa8d1 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 02a7d837-26fc-43ba-8480-6b482d7928b2 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Please memorize the following information for future questions
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 082ae85d-1790-451d-9fe7-4b6314df445b · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions However, as the 24 Published as a conference paper at ICLR 2026 Table 7: Overall performance comparison on the datasets for TTL
Reference 1024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d77b60e2-6a30-44cd-b91b-52123ab4eeb4 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 1890
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Unavailable: canonical work link unavailable.
Observation 0cd55111-8bb6-4a6d-9850-76aa95ecf7e2 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions URLhttps://pubmed
Reference 1995
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b1832c9e-618d-422c-ae80-e03f3c08a739 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions BoostAPR: Boosting Automated Program Repair via Execution-Grounded Reinforcement Learning with Dual Reward Models
Reference 2002
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 58aa637a-51a3-41e5-abed-4977010684e8 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions URLhttps: //pubmed.ncbi.nlm.nih.gov/25206041/
Reference 2013
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f3b99b3-54d5-447c-a80a-f503c5b82ad4 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions URL https://www.nature.com/articles/nn.3973
Reference 2015
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5723ca7c-df6e-4d43-b8ae-cd3f137532d7 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical Search
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa7ba318-fe83-4710-95b4-3ecd068a406c · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b53af23e-2e88-43be-bfcd-f9b485c2fb82 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e1ba629-393b-4237-9d27-5f0e3cdf66ce · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Long2rag: Evaluating long-context& long-formretrieval-augmented generationwithkeypoint recall
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c3fd6025-7ed3-48ad-89c3-442289975613 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions NoLiMa: Long-Context Evaluation Beyond Literal Matching
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc46db3b-1351-4e80-8d7b-a31d6291ced5 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33f45e41-dc6b-4303-a592-d5d6231719a8 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions In-Context Learning with Long-Context Models: An In-Depth Exploration
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 612678c4-7c15-4e86-87c8-eee1f0bd0fb5 · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Gemini pro,
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b444065d-8c18-4cf3-89b0-cdd54b31140c · outbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Chain-based Distillation for Effective Initialization of Variable-Sized Small Language Models
Reference 2026
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 873b0090-31ed-4316-a83e-08b949e2f649 · inbound
What Deserves Memory: Adaptive Memory Distillation for LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d60501dd-3141-4029-be81-c1e2f3bda9b5 · inbound
Improving Language Agents through BREW: Bootstrapping expeRientially-learned Environmental knoWledge Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9db05e04-9d69-4b60-a22f-c1583bec4e0f · inbound
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 138
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 585f7491-77dc-4a18-bc03-4a44799f2b66 · inbound
ME-IQA: Memory-Enhanced Image Quality Assessment via Re-Ranking Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caae9f75-6fdd-4103-99ec-1ade4017f1d2 · inbound
Opal: Private Memory for Personal AI Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 35cace7c-a2da-409b-8350-6d797043bd85 · inbound
FileGram: Grounding Agent Personalization in File-System Behavioral Traces Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 25195c13-9ad9-435a-919a-666a3bbcd8e1 · inbound
When to Forget: A Memory Governance Primitive Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 995d0f77-7272-4fc3-8784-90a9103fe1ce · inbound
Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ec1a69a8-2704-4008-b835-b08a6a2230ca · inbound
Stateless Decision Memory for Enterprise AI Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a2abca1e-83e5-480a-ba72-90684c493ed5 · inbound
Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1c0789fc-a65d-4e9e-b635-8fa8cfe0d86d · inbound
Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fadcfb6a-75fe-461d-ba02-e27f16e3a87a · inbound
Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 67d3c27e-7526-49b8-9526-6d04a1e0aa69 · inbound
Belief Memory: Agent Memory Under Partial Observability Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e79bf668-1cca-498d-b8fd-88b5b77616ba · inbound
Belief Memory: Agent Memory Under Partial Observability Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ad972bce-6ea9-4d33-a383-774443ba882f · inbound
From Agent Loops to Deterministic Graphs: Execution Lineage for Reproducible AI-Native Work Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 40f8bbe7-0126-4103-b74d-99bea1ac773c · inbound
When Stored Evidence Stops Being Usable: Scale-Conditioned Evaluation of Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d94d1993-ea8f-4ea5-b9f1-b3d6135d3032 · inbound
EgoMemReason: A Memory-Driven Reasoning Benchmark for Long-Horizon Egocentric Video Understanding Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 11b0dfe3-0e29-416b-9a94-12c529e6cba7 · inbound
MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 118d3ff5-adcd-4aa5-902c-e6912f6342a4 · inbound
SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 252
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fe046df1-e3d6-45cf-b31d-097996f7ed3d · inbound
$\delta$-mem: Efficient Online Memory for Large Language Models Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f155ced3-d941-4ecd-bdf3-648cff76c0f2 · inbound
LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 49857c36-8d2d-4301-9d6e-15c4e2a024bf · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation caa6349b-1312-48a0-b62a-f6883ba21977 · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3c765e89-bb59-4196-9f5d-c2cd52212c45 · inbound
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6f9633ee-e28f-48e8-acd3-9c2593d4431a · inbound
SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation da358440-c146-4827-a0a6-6ff9037c1522 · inbound
Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 40564a4e-73d1-4050-a253-25a34c4141ec · inbound
Evaluating Cognitive Age Alignment in Interactive AI Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5d344df6-2018-4a52-91f9-66ea4c82d29d · inbound
Evaluating Cognitive Age Alignment in Interactive AI Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7d80e3ea-7f06-4e37-b0e9-68a226a0d6a4 · inbound
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f2f42539-079e-4978-a956-2400a382ba7c · inbound
MemGym: a Long-Horizon Memory Environment for LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6b68ca7f-6ad1-4a26-8b13-d4227219b882 · inbound
MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f71f3575-81f6-4e66-8b13-959c326bda7a · inbound
MemMark: State-Evolution Attribution Watermarking for Agent Long-Term Memory Systems Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1212082b-cf32-458f-aeeb-9e199b25e0d0 · inbound
Simulating Human Memory with Language Models Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8002351a-6a68-45ec-8991-80843c22e3cc · inbound
From Facts to Insights: A Persona-Driven Dual Memory Framework and Dataset for Role-Playing Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ac5c17c6-5b3b-424b-b2ab-d97a87f2861a · inbound
Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0a734dca-a12b-4c7c-b0e4-47f854b3d96d · inbound
AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6d8d7eed-db1e-4dce-ad42-5b66910c9c91 · inbound
Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 68dbe67c-50a3-4079-9884-d0aae5e8cfb4 · inbound
From Untrusted Input to Trusted Memory: A Systematic Study of Memory Poisoning Attacks in LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 80adb033-7902-47b2-9020-345d4e0c71b2 · inbound
Temporal Order Matters for Agentic Memory: Segment Trees for Long-Horizon Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6b761d7c-f152-42a2-b229-f677de6ad0f8 · inbound
PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e4c39e60-ae9f-4b0e-8d4e-98833cdc7e49 · inbound
When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ff148663-cfa9-4be2-bb36-338e33d1dcfb · inbound
Agent Memory: Characterization and System Implications of Stateful Long-Horizon Workloads Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cbc89922-0fc3-434c-84bf-e29a9880663c · inbound
M$^3$Exam: Benchmarking Multimodal Memory for Realistic User-Agent Interactions Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 40927db6-b553-4356-8ebf-c1bf464be01f · inbound
Decision-Aware Memory Cards: Counterfactual-Inspired Context Selection and Compression for Tool-Using LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation feac7f81-7256-4437-a024-091fbc089423 · inbound
ConMem: Structured Memory-Guided Adaptation in Training-Free Multi-Agent Systems Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f005a7c2-0c17-49bf-825f-f3b949f21a08 · inbound
PROJECTMEM: A Local-First, Event-Sourced Memory and Judgment Layer for AI Coding Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f1674cba-1345-4fa8-bbfb-6c72e93795bb · inbound
Control-Plane Placement Shapes Forgetting: An Architectural Study of Agent Memory Across Thirteen System Configurations Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a89a5074-dae3-4dc6-98f8-2021b0376e63 · inbound
MemTrace: Probing What Final Accuracy Misses in Long-Term Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 507e44aa-1e1d-45da-a556-c6d18470fe2e · inbound
GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e6d1bced-20f5-4026-9e02-bdb5f5428e15 · inbound
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4f9fd11c-8d9f-4af5-9f69-b63231ea89a5 · inbound
PACMS: Submodular Context Selection as a Pluggable Engine for LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 664d18d7-5d3c-4154-a865-514c62d1a2c0 · inbound
MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8142d79-a825-4e8c-b376-89fce62537bb · inbound
TRUSTMEM: Learning Trustworthy Memory Consolidation for LLM Agents with Long-Term Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 27c9e47a-481a-4aab-b26e-2d047f560b0a · inbound
Supersede: Diagnosing and Training the Memory-Update Gap in LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 819e17da-5acc-4ffe-bce1-a23fe303cc7f · inbound
Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6770b9b8-0079-4985-a9dc-1f9f0b9e7ad1 · inbound
Object-Centric Environment Modeling for Agentic Tasks Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3a6dc57-6790-450f-a33a-87e0d15fa97c · inbound
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ce0b981c-8400-4c33-b707-2b8335bb79cd · inbound
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40f792c7-0594-46c6-8aa6-e99f76a8a2bf · inbound
StateFuse: Deterministic Conflict-Preserving Memory for Multi-Agent Systems Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b553bd3-21fc-473c-9d75-8839b2b7c32c · inbound
MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e15da2fc-225e-4440-bba4-baa2185578eb · inbound
Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6109a43c-9d02-4e37-b92d-2fcaa3503b2b · inbound
Supra Cognitive Modes: A Routed Architecture for Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44bc11f9-d132-4585-a71a-13aff7ba2f1a · inbound
Ground Truth First: A Longitudinal Evaluation Instrument for Agent Memory, and the Tenure Crossover in Memory-Architecture Rankings Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcce9714-91f3-45d7-b85c-4f24be0edf5e · inbound
CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf5b1205-6ac6-496b-8e52-0084a5416136 · inbound
IFCMemoryBench: Evaluating Long-Term Memory of LLM-Based Agents in BIM Information Retrieval Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8f45058-0794-4e43-be46-c246ef87d854 · inbound
ChronoMem: Version Control and Semantic Rollback for Large Language Model Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f97ae5b0-66f9-4d11-969a-3b7b2d317061 · inbound
ChronoMem: Version Control and Semantic Rollback for Large Language Model Agent Memory Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f020cb83-627d-4b14-9917-745d45c85c37 · inbound
Reproducing LightMem: Naive RAG Is Just as Good for Memory Management Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 428a929a-e54f-4a1c-a3a3-8ce9b583daf2 · inbound
AgentMemBench: A Systematic Benchmark for Evaluating Long-Term Memory Management Strategies in Conversational AI Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd959e50-629f-4fc6-be8f-66e27fe4e6db · inbound
DP-MemView: A Memory Interface for Attribute-Level Transcript Privacy in Long-Term LLM Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9352b4a7-9b84-4117-8b7b-eba79b48cbd3 · inbound
When Absence Is Evidence: Evaluating Completeness-Sensitive Negative Reasoning in Large Language Models Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f5c804e-537e-4115-84b7-437a0745314c · inbound
Caching for the Future: Scrub Jay Episodic Memory Principles for Agent Memory Systems Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 772fc02a-582d-4e54-b85c-a10830a34981 · inbound
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97ef2d98-8afa-49b8-bd43-b1ff1fe8c214 · inbound
From Test-Time Scaling to Reusable Memory: Measuring Crystallization in Text-to-SQL Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 379e6e30-05ae-4546-9112-4f4ce001d624 · inbound
TEPA: Revoking Stale Memories for Conflict-Robust Language Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f7030a8-2dec-4a53-b0a1-dcd0b51b73a0 · inbound
TEPA: Revoking Stale Memories for Conflict-Robust Language Agents Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 582e9f56-9cd5-4f09-9410-39290abfe642 · inbound
LatticeMind: A Conflict-Aware Memory Primitive for Multi-Agent Systems Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e8bd23e-bf4a-499e-b11c-06d0cf928de8 · inbound
SPIEval: Evaluating Large Language Models as Mobile Assistants over Scattered Personal Information Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Reference 212
Source-reported events for the cited work
Unavailable: canonical work link unavailable.