{"total":707,"rows":[{"id":"2412.15204","title":"LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks","created":"2024-12-19","cited_by_count":379,"area":"lr"},{"id":"2509.25140","title":"ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory","created":"2025-09-29","cited_by_count":284,"area":"lr"},{"id":"2507.05257","title":"Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions","created":"2025-07-07","cited_by_count":254,"area":"agents"},{"id":"2506.15841","title":"MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents","created":"2025-06-18","cited_by_count":238,"area":"lr"},{"id":"2508.19828","title":"Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning","created":"2025-08-27","cited_by_count":237,"area":"agents"},{"id":"2503.16416","title":"Survey on Evaluation of LLM-based Agents","created":"2025-03-20","cited_by_count":204,"area":"agents"},{"id":"2510.18866","title":"LightMem: Lightweight and Efficient Memory-Augmented Generation","created":"2025-10-21","cited_by_count":180,"area":null},{"id":"2504.14225","title":"Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale","created":"2025-04-19","cited_by_count":178,"area":null},{"id":"2507.07957","title":"MIRIX: Multi-Agent Memory System for LLM-Based Agents","created":"2025-07-10","cited_by_count":173,"area":"agents"},{"id":"2601.02553","title":"SimpleMem: Efficient Lifelong Memory for LLM Agents","created":"2026-01-05","cited_by_count":149,"area":"agents"},{"id":"2602.02474","title":"MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents","created":"2026-02-02","cited_by_count":142,"area":"agents"},{"id":"2507.03724","title":"MemOS: A Memory OS for AI System","created":"2025-07-04","cited_by_count":138,"area":"rag"},{"id":"2511.20857","title":"Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory","created":"2025-11-25","cited_by_count":136,"area":"agents"},{"id":"2504.01990","title":"Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems","created":"2025-03-31","cited_by_count":126,"area":"agents"},{"id":"2603.01145","title":"AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution","created":"2026-03-01","cited_by_count":115,"area":"agents"},{"id":"2503.08026","title":"In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents","created":"2025-03-11","cited_by_count":106,"area":"agents"},{"id":"2512.06688","title":"PersonaMem-v2: Towards Personalized Intelligence via Learning Implicit User Personas and Agentic Memory","created":"2025-12-07","cited_by_count":88,"area":"agents"},{"id":"2506.21605","title":"MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents","created":"2025-06-20","cited_by_count":84,"area":"agents"},{"id":"2602.16313","title":"MemoryArena: Benchmarking Agent Memory in Interdependent Multi-Session Agentic Tasks","created":"2026-02-18","cited_by_count":84,"area":"agents"},{"id":"2502.11528","title":"A Survey of Personalized Large Language Models: Progress and Future Directions","created":"2025-02-17","cited_by_count":71,"area":null},{"id":"2510.17281","title":"MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems","created":"2025-10-20","cited_by_count":61,"area":null},{"id":"2509.25911","title":"Mem-{\\alpha}: Learning Memory Construction via Reinforcement Learning","created":"2025-09-30","cited_by_count":55,"area":"lr"},{"id":"2511.03506","title":"HaluMem: Evaluating Hallucinations in Memory Systems of Agents","created":"2025-11-05","cited_by_count":54,"area":"agents"},{"id":"2601.02163","title":"EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning","created":"2026-01-05","cited_by_count":54,"area":"lr"},{"id":"2601.03515","title":"Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents","created":"2026-01-07","cited_by_count":54,"area":"mllm"},{"id":"2602.22769","title":"AMA-Bench: Evaluating Long-Horizon Memory for Agentic Applications","created":"2026-02-26","cited_by_count":53,"area":"agents"},{"id":"2601.03236","title":"MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents","created":"2026-01-06","cited_by_count":52,"area":"agents"},{"id":"2601.12538","title":"A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents","created":"2026-01-18","cited_by_count":50,"area":"lr"},{"id":"2508.03341","title":"What Deserves Memory: Adaptive Memory Distillation for LLM Agents","created":"2025-08-05","cited_by_count":48,"area":"agents"},{"id":"2503.02450","title":"Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization","created":"2025-03-04","cited_by_count":45,"area":null},{"id":"2512.12818","title":"Hindsight is 20/20: Building Agent Memory that Retains, Recalls, and Reflects","created":"2025-12-14","cited_by_count":44,"area":"agents"},{"id":"2510.04851","title":"LEGOMem: Modular Procedural Memory for Multi-agent LLM Systems for Workflow Automation","created":"2025-10-06","cited_by_count":40,"area":"agents"},{"id":"2511.02817","title":"Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities","created":"2025-11-04","cited_by_count":40,"area":null},{"id":"2511.01448","title":"LiCoMemory: Lightweight and Cognitive Agentic Memory for Efficient Long-Term Reasoning","created":"2025-11-03","cited_by_count":38,"area":"lr"},{"id":"2505.00675","title":"Rethinking Memory in LLM based Agents: Representations, Operations, and Emerging Topics","created":"2025-05-01","cited_by_count":36,"area":"lr"},{"id":"2604.20006","title":"From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents","created":"2026-04-21","cited_by_count":36,"area":"agents"},{"id":"2512.03627","title":"MemVerse: Multimodal Memory for Lifelong Learning Agents","created":"2025-12-03","cited_by_count":35,"area":null},{"id":"2606.04329","title":"From Untrusted Input to Trusted Memory: A Systematic Study of Memory Poisoning Attacks in LLM Agents","created":"2026-06-03","cited_by_count":33,"area":"agents"},{"id":"2601.19935","title":"Mem2ActBench: A Benchmark for Evaluating Long-Term Memory Utilization in Task-Oriented Autonomous Agents","created":"2026-01-13","cited_by_count":32,"area":"agents"},{"id":"2603.03296","title":"PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents","created":"2026-02-06","cited_by_count":32,"area":"agents"},{"id":"2506.09944","title":"Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking","created":"2025-06-11","cited_by_count":31,"area":"lr"},{"id":"2601.02845","title":"TiMem: Temporal-Hierarchical Memory Consolidation for Long-Horizon Conversational Agents","created":"2026-01-06","cited_by_count":31,"area":"agents"},{"id":"2512.06690","title":"Think-While-Generating: On-the-Fly Reasoning for Personalized Long-Form Generation","created":"2025-12-07","cited_by_count":30,"area":"lr"},{"id":"2502.11903","title":"MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation","created":"2025-02-17","cited_by_count":29,"area":"mllm"},{"id":"2505.19549","title":"From Single to Multi-Granularity: Toward Long-Term Memory Association and Selection of Conversational Agents","created":"2025-05-26","cited_by_count":29,"area":"agents"},{"id":"2509.21212","title":"SGMem: Sentence Graph Memory for Long-Term Conversational Agents","created":"2025-09-25","cited_by_count":29,"area":"agents"},{"id":"2511.02805","title":"MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning","created":"2025-11-04","cited_by_count":27,"area":"lr"},{"id":"2604.16548","title":"A Survey on Long-Term Memory Security in LLM Agents: Attacks, Defenses, and Governance Across the Memory Lifecycle","created":"2026-04-17","cited_by_count":27,"area":"agents"},{"id":"2602.05665","title":"Graph-based Agent Memory: Taxonomy, Techniques, and Applications","created":"2026-02-05","cited_by_count":25,"area":"agents"},{"id":"2502.07942","title":"Symbiotic Cooperation for Web Agents: Harnessing Complementary Strengths of Large and Small LLMs","created":"2025-02-11","cited_by_count":24,"area":"agents"},{"id":"2602.13530","title":"REMem: Reasoning with Episodic Memory in Language Agent","created":"2026-02-13","cited_by_count":23,"area":null},{"id":"2605.12493","title":"LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues","created":"2026-05-12","cited_by_count":23,"area":"agents"},{"id":"2508.01674","title":"CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions","created":"2025-08-03","cited_by_count":22,"area":null},{"id":"2512.16301","title":"Adaptation of Agentic AI: A Survey of Post-Training, Memory, and Skills","created":"2025-12-18","cited_by_count":22,"area":"agents"},{"id":"2602.01313","title":"Evaluating Long-Horizon Memory for Multi-Party Collaborative Dialogues","created":"2026-02-01","cited_by_count":22,"area":null},{"id":"2503.07018","title":"Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning","created":"2025-03-10","cited_by_count":21,"area":"lr"},{"id":"2507.21428","title":"MemTool: Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations","created":"2025-07-29","cited_by_count":21,"area":"agents"},{"id":"2511.17208","title":"A Simple Yet Strong Baseline for Long-Term Conversational Memory of LLM Agents","created":"2025-11-21","cited_by_count":21,"area":"agents"},{"id":"2601.04463","title":"Beyond Static Summarization: Proactive Memory Extraction for LLM Agents","created":"2026-01-08","cited_by_count":21,"area":"agents"},{"id":"2602.19320","title":"Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations","created":"2026-02-22","cited_by_count":21,"area":"agents"},{"id":"2605.15184","title":"Is Grep All You Need? How Agent Harnesses Reshape Agentic Search","created":"2026-05-14","cited_by_count":21,"area":"agents"},{"id":"2601.06966","title":"RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction","created":"2026-01-11","cited_by_count":20,"area":null},{"id":"2603.01966","title":"AMemGym: Interactive Memory Benchmarking for Assistants in Long-Horizon Conversations","created":"2026-03-02","cited_by_count":20,"area":null},{"id":"2606.27472","title":"Supersede: Diagnosing and Training the Memory-Update Gap in LLM Agents","created":"2026-06-25","cited_by_count":20,"area":"agents"},{"id":"2512.03324","title":"Cache What Lasts: Token Retention for Memory-Bounded KV Cache in LLMs","created":"2025-12-03","cited_by_count":19,"area":"inference"},{"id":"2501.03151","title":"Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches","created":"2025-01-06","cited_by_count":18,"area":"mllm"},{"id":"2509.10852","title":"Pre-Storage Reasoning for Episodic Memory: Shifting Inference Burden to Memory for Personalized Dialogue","created":"2025-09-13","cited_by_count":18,"area":null},{"id":"2601.23014","title":"Mem-T: Densifying Rewards for Long-Horizon Memory Agents","created":"2026-01-30","cited_by_count":18,"area":null},{"id":"2603.11768","title":"Governing Evolving Memory in LLM Agents: Risks, Mechanisms, and the Stability and Safety Governed Memory (SSGM) Framework","created":"2026-03-12","cited_by_count":18,"area":"agents"},{"id":"2505.20231","title":"MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents","created":"2025-05-26","cited_by_count":17,"area":"rag"},{"id":"2508.13250","title":"Explicit v.s. Implicit Memory: Exploring Multi-hop Complex Reasoning Over Personalized Information","created":"2025-08-18","cited_by_count":17,"area":"lr"},{"id":"2510.07925","title":"Enabling Personalized Long-term Interactions in LLM-based Agents through Persistent Memory and User Profiles","created":"2025-10-09","cited_by_count":17,"area":"agents"},{"id":"2602.17913","title":"From Lossy to Verified: A Provenance-Aware Tiered Memory for Agents","created":"2026-02-20","cited_by_count":17,"area":null},{"id":"2603.25973","title":"MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization","created":"2026-03-26","cited_by_count":17,"area":"agents"},{"id":"2604.14362","title":"APEX-MEM: Agentic Semi-Structured Memory with Temporal Reasoning for Long-Term Conversational AI","created":"2026-04-15","cited_by_count":17,"area":"lr"},{"id":"2604.17283","title":"HorizonBench: Long-Horizon Personalization with Evolving Preferences","created":"2026-04-19","cited_by_count":17,"area":null},{"id":"2605.14498","title":"GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations","created":"2026-05-14","cited_by_count":17,"area":"agents"},{"id":"2605.18421","title":"EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective","created":"2026-05-18","cited_by_count":17,"area":"lr"},{"id":"2601.14192","title":"Toward Efficient Agents: Memory, Tool learning, and Planning","created":"2026-01-20","cited_by_count":16,"area":"agents"},{"id":"2604.04853","title":"MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents","created":"2026-04-06","cited_by_count":16,"area":"rag"},{"id":"2605.25002","title":"MemMark: State-Evolution Attribution Watermarking for Agent Long-Term Memory Systems","created":"2026-05-24","cited_by_count":16,"area":"agents"},{"id":"2508.04025","title":"Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement","created":"2025-08-06","cited_by_count":15,"area":"agents"},{"id":"2511.12960","title":"ENGRAM: Effective, Lightweight Memory Orchestration for Conversational Agents","created":"2025-11-17","cited_by_count":15,"area":"agents"},{"id":"2603.04814","title":"Beyond the Context Window: A Cost-Performance Analysis of Fact-Based Memory vs. Long-Context LLMs for Persistent Agents","created":"2026-03-05","cited_by_count":15,"area":"agents"},{"id":"2607.23929","title":"MemTX: Transactional Belief Commit for Stateful Agent Memory","created":"2026-07-27","cited_by_count":15,"area":"agents"},{"id":"2602.22680","title":"Toward Personalized LLM-Powered Agents: Foundations, Evaluation, and Future Directions","created":"2026-02-26","cited_by_count":14,"area":"agents"},{"id":"2603.01990","title":"According to Me: Long-Term Personalized Referential Memory QA","created":"2026-03-02","cited_by_count":14,"area":null},{"id":"2603.23231","title":"PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments","created":"2026-03-24","cited_by_count":14,"area":"agents"},{"id":"2605.15128","title":"MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory","created":"2026-05-14","cited_by_count":14,"area":"agents"},{"id":"2609.23986","title":"Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI Agents","created":"2026-09-21","cited_by_count":14,"area":"agents"},{"id":"2506.11102","title":"Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey","created":"2025-06-06","cited_by_count":13,"area":"agents"},{"id":"2510.01353","title":"MEMTRACK: Evaluating Long-Term Memory and State Tracking in Multi-Platform Dynamic Agent Environments","created":"2025-10-01","cited_by_count":13,"area":"agents"},{"id":"2601.05488","title":"MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards","created":"2026-01-09","cited_by_count":13,"area":null},{"id":"2602.06025","title":"Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory","created":"2026-02-05","cited_by_count":13,"area":"agents"},{"id":"2605.09874","title":"EgoMemReason: A Memory-Driven Reasoning Benchmark for Long-Horizon Egocentric Video Understanding","created":"2026-05-11","cited_by_count":13,"area":"lr"},{"id":"2606.18829","title":"GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents","created":"2026-06-17","cited_by_count":13,"area":"agents"},{"id":"2411.00489","title":"Human-inspired Perspectives: A Survey on AI Long-term Memory","created":"2024-11-01","cited_by_count":12,"area":null},{"id":"2512.12686","title":"Memoria: A Scalable Agentic Memory Framework for Personalized Conversational AI","created":"2025-12-14","cited_by_count":12,"area":"agents"},{"id":"2602.11243","title":"Evaluating Memory Structure in LLM Agents","created":"2026-02-11","cited_by_count":12,"area":"rag"},{"id":"2603.04257","title":"Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory","created":"2026-03-04","cited_by_count":12,"area":"agents"}],"next_cursor":"100"}