Persistent Memory for Language Models

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35 papers in the last four weeks, up 400% on the four weeks before. 0.3% of all new papers.

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  1. DPPM: Dual-Path Parametric Memory for Personalized Language Models

    Oct 8, 2026Yuhao Chen, Shuochen Liu, Jiayao Shi +7Memory-Augmented Language ModelsPersistent Memory for Language Models

    University of Science and Technology of China · iFLYTEK Research Group

  2. TraceRelay: Attention-Aligned Recurrence over Rolling Traces

    Oct 8, 2026Sungwoo Goo, Hwi-yeol Yun, Sangkeun JungSequence ModelingPersistent Memory for Language Models

    College of Pharmacy, Chungnam National University · Department of Computer Science & Engineering, Chungnam National University

  3. Memory Type Varies: Empowering LLM Agents for Long-Term Memory with Diverse Strategies

    Oct 8, 2026Yi Wen, Derong Xu, Pengyue Jia +8LLM Agent MemoryPersistent Memory for Language Models

    City University of Hong Kong · Huawei Noah’s Ark Lab

  4. What to Admit and How to Present: Governing Persistent Memory in LLM Agents

    Oct 8, 2026Chang Liu, Deliang DingAgent Memory ManagementPersistent Memory for Language Models

    Pazhou Laboratory Guangzhou, China

  5. Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute

    Oct 7, 2026Sietse SchelpePersistent Memory for Language ModelsKV-Cache Reuse

    Corbenic AI

  6. Cache the Encoder Within:Compact, Reusable Memory across LLM Queries

    Oct 7, 2026Hanzuo Liu, Chunyu Liu, Chaofan Lin +2Persistent Memory for Language ModelsMemory-Augmented Language Models

    Tsinghua University

  7. Towards In-Parameter Memory Augmentation for Large Language Models

    Oct 6, 2026Haoyu Huang, Zhongwei Xie, Jiaxin Bai +6Memory-Augmented Language ModelsPersistent Memory for Language Models

    The Hong Kong University of Science and Technology · Hong Kong Baptist University

  8. Persistent Memory in Multi-Agent LLM Inference: What It Costs, What It Buys, and When You Can Tell

    Oct 6, 2026Hochan Son, Kyungdoe Han, Jaehan Koh +3LLM Inference EfficiencyMulti-Agent LLM Systems

    University of California, Los Angeles · University of Wisconsin · HCLTech America

  9. When Old Facts Return: Re-Reads, Reverts, and the Limits of Temporal Memory

    Oct 6, 2026Neeraj YadavPersistent Memory for Language ModelsTemporal Consistency

    Called It Inc.

  10. Memory Canonicalization: A Framework and Benchmark for Cross-Model Drift in Persistent LLM Memory

    Oct 4, 2026Amit Vadnere, Aishwarya LonarkarPersistent Memory for Language Models

    Product Solutions Engineer

  11. Mem++: Non-Destructive Memory for Long-Term Organizational LLM Agents

    Oct 1, 2026Ahmad Yehia, Aly O. Abdelkareem, Islam Ahmed +4LLM Agent MemoryPersistent Memory for Language Models

    The University of Texas at Austin · AIDAChip Inc.

  12. FlashBack: Knowing When to Remember in Streaming Vision-Language Models

    Oct 1, 2026Yi Chen, MingMing Yu, Rui-Qi Wang +5Memory-Augmented VLMsVision-Language Models

    Rightly Robotics, A4X

  13. Madeleine: Learning Involuntary Recall for Conversational Memory from Simulated Lives

    Oct 1, 2026Zhiyun ShiMemory-Augmented Language ModelsPersistent Memory for Language Models

    Nanyang Technological University, Singapore

  14. Role-aware Heuristic Episodic Attention for Conversational LLMs

    Oct 1, 2026Wanyang Hong, Zhaoning Zhang, Yi Chen +5Memory-Augmented Language ModelsLong-Context Language Model Inference

    National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China.

  15. MemFit: Efficient Long-Term Agentic Memory

    Oct 1, 2026Mitchell Piehl, Muchao YeLLM Agent MemoryPersistent Memory for Language Models

    Department of Computer Science The University of Iowa

  16. Working Around the Compute Ceiling: Byte-Exact Memory in Galahad Makes LLM Reading a One-Time Cost LLM Reading a One-Time Cost

    Sep 30, 2026Sietse SchelpeLLM ServingLong-Context Language Model Inference

    Corbenic AI

  17. Learning What to Remember: Long-horizon Counterfactual Memory Optimization

    Sep 29, 2026Jiaming Tang, Mingyan Liu, Armin SarabiMemory-Augmented Language ModelsPersistent Memory for Language Models

    Department of Electrical Engineering and Computer Science, University of Michigan

  18. Learning to Retrieve Missing Evidence for Long-Term Memory QA

    Sep 29, 2026Yi-Xuan Deng, Yi Zhang, Wei Liu +2Persistent Memory for Language ModelsQuestion Answering

    Tsinghua University

  19. AMU:Admission and Memory Update for Personalized Conversations---Structured Memory with SLM Guided Control

    Sep 29, 2026Tao Hwang, Yishi DiaoConversational MemoryPersistent Memory for Language Models

    Independent Researcher · Nanchang University

  20. CoEM: Empowering Long-Context Reasoning with Commit-on-Evidence Memory

    Sep 29, 2026Jingguang Li, Yebo Wu, Zuyi Guo +7Memory-Augmented Language ModelsPersistent Memory for Language Models

    Korea Advanced Institute of Science & Technology · University of Macau · Massachusetts Institute of Technology

  21. Mnemon: Raw Records, Fast Judgments, Slow Thoughts

    Sep 28, 2026Guangren WangPersistent Memory for Language ModelsMemory Agent Benchmarks

  22. GenMem: Generative Symbolic Memory for Self-Evolving Harness

    Sep 28, 2026Xinke Jiang, Tao Feng, Weixuan Xu +7LLM Agent MemoryPersistent Memory for Language Models

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +2

  23. Remember by Asking: Retrieval-Induced Memory Evolution for LLM Agents

    Sep 28, 2026Wanqi Zhou, Jiawei Lu, Yang Wang +4LLM Agent MemoryPersistent Memory for Language Models

    Chang’an University

  24. Coding Agent Memory Post-training: Unlocking the Memory Potential of Pre-trained File Operations for Long-Horizon Tasks via Reinforcement Learning

    Sep 28, 2026Lirui Luo, Kelong Mao, Heming Xia +10LLM Agent MemoryPersistent Memory for Language Models

  25. Stashbird: Efficient Speaker-Indexed Memory for Conversational Agents

    Sep 28, 2026Chidera Biringa, Lucas Yannul, Xiaowen Wang +5Persistent Memory for Language ModelsGraph-Based Agent Memory

    Microsoft

  26. TRACE: Governing Memory Validity in Evolving Multi-Agent Systems

    Sep 27, 2026Wenjun Xiong, Shengtao Zhang, Shangding Gu +5LLM Agent MemoryPersistent Memory for Language Models

    Shanghai Jiao Tong University · MemTensor(Shanghai) Technology Co., Ltd. · UC Berkeley +1

  27. SchemaMem: Schema-Indexed Recurrent Memory for Delayed State Retrieval

    Sep 27, 2026Sungwoo Goo, Hwi-yeol Yun, Sangkeun JungMemory-Augmented Neural NetworksPersistent Memory for Language Models

    College of Pharmacy, Chungnam National University Daejeon, Republic of Korea · Department of Computer Science & Engineering, Chungnam National University Daejeon, Republic of Korea

  28. LSTMem: Hierarchical Long Short-Term Online Memory for Large Language Models

    Sep 27, 2026Xianglong Shi, Ruijie Yang, Sirui Zhao +4Memory-Augmented Language ModelsPersistent Memory for Language Models

    University of Science and Technology of China

  29. C3M: Cross-Session Multimodal Memory Maintenance for Long-Horizon Tasks

    Sep 24, 2026Xueshu Chen, Yan Wang, Zihao Xue +5Multimodal MemoryPersistent Memory for Language Models

    Huzhou Normal University · Alibaba Group · University of Waterloo

  30. MemoryAthena: Adaptive Routing over Latent and Generated Memories

    Sep 22, 2026Mingyuan Li, Guangsheng Yu, Juyuan Zhang +4Memory-Augmented Language ModelsPersistent Memory for Language Models

    ELLIS Institute of Finland · University of Turku · University of Technology Sydney +2