Memory-Augmented Language Models

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29 papers in the last four weeks, up 142% on the four weeks before. 0.3% of all new papers.

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  1. LANTERN: Layered Archival and Temporal Episodic Retrieval Network for Long-Context LLM Conversations

    Apr 18, 2026Rahul SubramaniMemory-Augmented Language ModelsPersistent Memory for Language Models

    Cisco Systems, Inc.

  2. Generic Triple-Latent Compression with Gated Associative Retrieval

    Apr 17, 2026Liu XiaoMemory-Augmented Language ModelsAutoregressive Language Modeling

  3. Beyond Acoustic Prefixes: Persistent Access to Serialized Acoustic Memory for LLM-Based Multi-Talker Speech Recognition

    Mar 28, 2026Hao Shi, Yuan Gao, Xugang Lu +1Memory-Augmented Language ModelsAutomatic Speech Recognition

    Graduate School of Informatics, Kyoto University, Kyoto, Japan · National Institute of Information and Communications Technology, Japan

  4. MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning

    Mar 3, 2026Jiejun Tan, Zhicheng Dou, Liancheng Zhang +3Memory-Augmented Language ModelsPersistent Memory for Language Models

    Gaoling School of Artificial Intelligence · Renmin University of China · Beijing, China

  5. Understanding LoRA as Knowledge Memory: An Empirical Analysis

    Mar 1, 2026Seungju Back, Dongwoo Lee, Naun Kang +4Continual Learning for LLMsMemory-Augmented Language Models

    1KAIST · 2Samsung SDS · 3New York University

  6. SPRInG: Continual LLM Personalization via Selective Parametric Adaptation and Retrieval-Interpolated Generation

    Jan 15, 2026Seoyeon Kim, Jaehyung KimContinual Learning for LLMsLLM Personalization

    Yonsei University

  7. Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models

    Jan 12, 2026Xin Cheng, Rui Tian, Wangding Zeng +18Memory-Augmented Language ModelsLanguage Model Scaling Laws

    Peking University · DeepSeek-AI

  8. MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards

    Jan 9, 2026Zhiyu Shen, Ziming Wu, Fuming Lai +2Reinforcement LearningMemory-Augmented Language Models

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China · Tencent Inc.

  9. PERK: Long-Context Reasoning as Test-Time Learning

    Jul 8, 2025Zeming Chen, Angelika Romanou, Gail Weiss +1Memory-Augmented Language ModelsLong-Context Modeling

    EPFL

  10. You Do Not Fully Utilize Transformer's Representation Capacity

    Feb 13, 2025Gleb Gerasimov, Yaroslav Aksenov, Nikita Balagansky +2Representation CollapseMemory-Augmented Language Models

    1T-Tech · 2Moscow Institute of Physics and Technology · 3HSE University

  11. Attention is All You Need Until You Need Retention

    Jan 15, 2025M. Murat YasliogluMemory-Augmented Language ModelsAgent Memory Poisoning

    Istanbul University, School of Business

  12. SeDeM: Selective Decompression of Hidden-State Memories for Long-Context Question Answering

    Date pendingMaryam Haghifam, Jason Cong, Yizhou SunMemory-Augmented Language ModelsLong-Context QA

    University of California, Los Angeles, USA

  13. StreamTTT: Reconciling Real-Time Perception and Long-Term Memory in Streaming VLMs

    Date pendingJoya Chen, Zeyun Zhong, Mike Zheng ShouMemory-Augmented VLMsStreaming Video Understanding

    National University of Singapore · Karlsruhe Institute of Technology