Memory-Augmented Large Language Models

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9 papers in the last 28 days · 0.2% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Agent MemoryHierarchical Graph MemoryLarge Language Model MemoryEpisodic MemoryBiological MemoryGraphics Processing Unit MemoryExplicit MemoryConversational Memory

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Memory-Augmented Large Language Models.

Period ending 2026-09-07

5 new papers

A weekly snapshot of new work published in Memory-Augmented Large Language Models.

98 papers

Latest in Memory-Augmented Large Language Models

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  1. OneLA: Scaling Linear-Attention Decoding to Large Beams in Generative Recommendation

    Sep 14, 2026Xiangrui Yang, Cheng Peng, Yunfeng Zhao +9Unified Generative FrameworkMemory-Augmented Large Language Models

  2. REVA: Reusable Evidence View Aggregation for Context-Efficient RAG Serving

    Sep 11, 2026Tuan Nguyen, Qiran Hu, Banruo Liu +3Retrieval-Augmented GenerationMemory-Augmented Large Language Models

  3. Kalman Delta Networks: Uncertainty-aware Associative Memory

    Sep 7, 2026Ngoc Bui, Tinglin Huang, Rex YingRecurrent ModelAssociative Memory

  4. Auditing Patient Privacy in Medical Generative Models: Scalable Memorization Detection with DeepSSIM++

    Sep 3, 2026Antonio Scardace, Francesco Guarnera, Sebastiano Battiato +1Medical Image GenerationGenerative Models

  5. Superposed Latent Autoencoder

    Sep 1, 2026Quanling Zhao, Jiaying Yang, Tianqi Zhang +4AutoencoderLatent Representation

  6. SCoNE: Selective Context-aware Neuron Editing for Robust Retrieval-Augmented Generation

    Sep 1, 2026Chaewon Kim, Seo Yeon ParkRetrieval-Augmented GenerationMemory-Augmented Large Language Models

  7. ISO-RAG: Isoperimetric Noise Control for Retrieval-Augmented Generation

    Sep 1, 2026Siyuan Zhang, Hanchen Wang, Dong Wen +2Graph-Based Retrieval Augmented GenerationRetrieval-Augmented Generation

  8. KItCAT: Knowledge Injection via Input Corruption for Auto-regressive Training

    Aug 31, 2026Meghanadh Pulivarthi, Kushagra Bhushan, Vineet Kumar +5Large Language Model Post-TrainingData Augmentation

  9. Strong Drafts Need Compact Memories: Long-Context Speculative Decoding with Compressed KV Cache

    Aug 31, 2026Tong Yuan, Chengxi Liao, Zeyi WenEfficient Long-Context InferenceSpeculative Decoding

  10. When Errors Become Memories: Causal Pathway Tracing in Multi-Turn Memory-Augmented LLMs

    Aug 31, 2026Shuyao Xiao, Shengling Wang, Xuan Chen +8Memory-Augmented Large Language ModelsLarge Language Models Fail

  11. Paths: Prompt-aware Spatio-temporal Transformer with Hierarchical Multi-modal Fusion for RGB-Event Video Person Re-Identification

    Aug 13, 2026Yakun Huo, Yingquan Wang, Yangyang Liu +4Re-IdentificationSpatio-Temporal Transformers

  12. EvoMem: Memory-Augmented Evolution for Code Optimization

    Aug 11, 2026Viktor Volkov, Valentin Khrulkov, Andrey V. Galichin +8Evolutionary SearchMemory-Augmented Large Language Models

  13. Dynamic Context Adapters: Efficiently Infusing History into Vision-and-Language Models

    Aug 11, 2026Yuhang Song, Bor-Jiun Lin, Jiaxu Liu +3Efficient Long-Context InferenceMemory-Augmented Large Language Models

  14. MixFormer: Linear Transformer with Mixture of Memory Experts

    Aug 10, 2026Yu Guo, Lei DuanEfficient Long-Context InferenceSequence Modeling

  15. REVEAL: A Rubric-Guided Agent for Explicit Evidence Sufficiency Verificationin Long-Video Question Answering

    Aug 9, 2026Caijun Yan, Yang Zhou, Meixing Shi +4Video UnderstandingEvidence-Grounded Reasoning

  16. Mitigating Over-Personalization in LLMs via Structured Memory

    Aug 8, 2026Hakeem Hannoon, Andrew Zhao, Mihir Narayan +2Large Language Model MemoryMemory-Augmented Large Language Models

  17. Distractor-Aware Truncation: Disentangling Context-Length Effects from Signal Loss in Long-Context LLM Benchmarks

    Aug 4, 2026Mohsen ArjmandiContext LengthRetrieval Benchmarks

  18. Maglev: Sliding Recurrent Memory

    Aug 3, 2026Bo Liu, Qiang LiuTransformer AttentionRecurrent Model

  19. Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos

    Jul 22, 2026Penglei Sun, Yehua Huang, Zhuoli Tao +8Aerial DatasetStreaming Video

  20. Lean-SAM2: Target-Anchored Memory and Encoder Acceleration for SAM2

    Jul 22, 2026Xudong Ouyang, Wenlun Zhang, Yimin Xu +2Sam2Real-Time Semantic Segmentation

  21. CORVUS: Context Optimization and Reduction Via Underlying Synchronization for LLM Coding Agents

    Jul 20, 2026Mingwei Zheng, David OBrien, Siwei Cui +4Coding AgentsMemory-Augmented Large Language Models

  22. When T2I Synthetic Data Backfires: Amplified Privacy Risks in Real-Synthetic Mix Training

    Jul 15, 2026Na Li, Boyu Kuang, Hongsheng Hu +4Synthetic DataSynthetic Training Data

  23. Speculate with Memory: Lossless Acceleration for LLM Agents

    Jul 14, 2026Yu Li, Qinyuan Ye, Prafulla Kumar Choubey +2Large Language Model AgentsMemory-Augmented Large Language Models

  24. PanoWorld: Real-World Panoramic Generation

    Jul 10, 2026Haoyuan Li, Dizhe Zhang, Yuemei Zhou +7Panoramic ImagesWorld Models

  25. NativeMEM: Native Memory Compression for Long-Horizon Robotic Manipulation

    Jul 7, 2026Ziye Wang, Modi Shi, Chaojun Ni +5Vision-Language-ActionMemory-Augmented Large Language Models

  26. DynaKRAG: A Unified Framework for Learnable Evidence Control in Multi-Hop Retrieval-Augmented Generation

    Jul 7, 2026Yaqi Wu, Xiaolei Guo, Chenyu Zhou +7Retrieval-Augmented GenerationMulti-Hop Reasoning

  27. MemPose: Category-level Object Pose Estimation with Memory

    Jul 6, 2026Xiao Lin, Minghao Zhu, Yun Peng +4Robust Pose EstimationMemory-Augmented Large Language Models

  28. Present but Not Remembered: Auditing How Frozen VLAs Encode, Deploy, and Steer Visual History

    Jul 3, 2026Chih-Ting Liao, Xin CaoFrozen Vision-Language ModelsVision-Language-Action

  29. Towards Memory-Efficient Autoregressive Video Generation via Instance-Specific Parametric Absorption

    Jul 1, 2026Xiaomeng Fu, Jia Li, Yiming Hu +5Autoregressive Video GenerationKey-Value Cache Compression

  30. Amplifying Membership Signal Through Chained Regeneration

    Jun 30, 2026Wojciech Łapacz, Stanisław PawlakGenerative ModelsRegen

  31. SHIFT: Gate-Modulated Activation Steering for Knowledge Conflict Mitigation in Retrieval-Augmented Generation

    Jun 26, 2026Ruochang Li, Pengcheng Huang, Zhenghao Liu +5Retrieval-Augmented GenerationKnowledge Conflicts

  32. Privacy-Preserving RAG via Multi-Agent Semantic Rewriting: Achieving Confidentiality Without Compromising Contextual Fidelity

    Jun 23, 2026Yuanhe Zhao, Tianyu Zhang, Huafei Xing +3Retrieval-Augmented GenerationPrivacy Risks and Protection

  33. Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping

    Jun 23, 2026Kanishk AwadhiyaSelf-Attention MechanismAssociative Memory

  34. KEMO: Event-Driven Keyframe Memory for Long-Horizon Robot Manipulation with VLA Policies

    Jun 22, 2026Yihan Zeng, Minghao Ye, Yiyuan Chen +4Vision-Language-Action PoliciesMemory-Augmented Large Language Models

  35. EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory

    Jun 19, 2026Chang Nie, Chaoyou Fu, Junlan Feng +1Efficient Long-Context InferenceRetrieval Benchmarks

  36. Mem-World: Memory-Augmented Action-Conditioned World Models for Persistent Robot Manipulation

    Jun 17, 2026Zirui Zheng, Jiaqian Yu, Xiongfeng Peng +7Action-Conditioned World ModelingRobotic Manipulation

  37. SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges

    Jun 14, 2026Yuchao Wu, Junqin Li, XingCheng Liang +4Graph-Based Retrieval Augmented GenerationRetrieval-Augmented Generation

  38. CONCORD: Asynchronous Sparse Aggregation for Device-Cloud RAG under Document Isolation

    Jun 13, 2026Xuedong Hu, Zhiqing Tang, Zhi Yao +2Retrieval-Augmented GenerationMemory-Augmented Large Language Models

  39. Knowledge Graph Enhanced Memory-Augmented Retrieval for Long Context Modeling

    Jun 12, 2026Ghadir Alselwi, Basem Suleiman, Hao Xue +4Efficient Long-Context InferenceMemory-Augmented Large Language Models

  40. Amnesia: A Stealthy Replay Attack on Continual Learning Dreams

    Jun 10, 2026Ahmed Sharshar, Naveen Kumar Kummari, Mohsen GuizaniContinual LearningMemory-Augmented Large Language Models

  41. μVLA: On Recurrent Memory for Partially Observable Manipulation in VLA Models

    Jun 10, 2026Egor Cherepanov, Nikita Kachaev, Daniil Zelezetsky +6Diffusion-Based Vision-Language-ActionsVision-Language-Action

  42. Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models

    Jun 9, 2026Shelly Bensal, Axel Magnuson, Aparna Balagopalan +1SycophancyLarge Language Model Memory

  43. EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering

    Jun 5, 2026Xiaopeng Yuan, Zebin Wang, Suwen Wang +3Context LengthQwen3

  44. AIS-Based Vessel Trajectory Prediction Using Memory-Augmented Neural Networks

    Jun 4, 2026Wonmo Koo, Sanha Chang, Heeyoung KimVessel Trajectory PredictionAutomatic Identification System

  45. FIDES: Faithful Inference via Deep Evidence Signals for Retrieval-Memory Conflict in RAG

    Jun 4, 2026Zhe Yu, Wenpeng Xing, Tiancheng Zhao +3Contrastive DecodingRetrieval-Augmented Generation

  46. LLM-Guided ANN Index Optimization for Human-Object Interaction Retrieval

    Jun 3, 2026Shahrzad Esmat, Chaunte W. Lacewell, Sameh Gobriel +2HyperparameterMemory-Augmented Large Language Models

  47. Retrieve What's Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation

    Jun 1, 2026Minseok Joo, Dogyun Park, Taehoon Lee +2Autoregressive Video GenerationCinematic Video Generation

  48. Resonant Context Anchoring: Decoupling Attention Routing and Signal Gain at Inference Time

    Jun 1, 2026Mingkuan Zhao, Yide Gao, Wentao Hu +6LLM Inference EfficiencyLarge Language Model Hallucination

  49. Inference Cost Attacks for Retrieval-Augmented Large Language Models

    May 31, 2026Chengliang Liu, Liangbo Ning, Yujuan Ding +1Retrieval-Augmented GenerationLanguage Model Evasion Attacks

  50. ElasticMem: Latent Memory as a Learnable Resource for LLM Agents

    May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +5Memory-Augmented Large Language ModelsLarge Language Model Agents

  51. OmniMem: Scalable and Adaptive Memory Retrieval for Long Video Generation

    May 28, 2026Lin Zhao, Yushu Wu, Yifan Gong +2Autoregressive Video GenerationMemory-Augmented Large Language Models

  52. MemGuard: Preventing Memory Contamination in Long-Term Memory-Augmented Large Language Models

    May 27, 2026Hyeonjeong Ha, Jeonghwan Kim, Cheng Qian +7Memory-Augmented Large Language ModelsLong-Term

  53. OmniMem: Perturbation-aware Memory Compression for Streaming Audio-Visual LLMs

    May 26, 2026Guangzhi Sun, Yixuan Li, Yudong Yang +1Video Large Language ModelsMemory-Augmented Large Language Models

  54. In-Context Optimization for Retrieval-Augmented Generation: A Gradient-Descent Perspective

    May 25, 2026Mingchen Li, Jiatan Huang, Chuxu Zhang +2Retrieval-Augmented GenerationIn-Context Learning

  55. Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactions

    May 25, 2026Jeongeun Lee, Chanyoung Park, Dongha LeeMultimodal MemoryMultimodal Agents

  56. FD-RAG: Federated Dual-System Retrieval-Augmented Generation

    May 22, 2026Tianhao Gao, Kai Yang, Yiyang LiHievi-RagRetrieval-Augmented Generation

  57. ACC: Compiling Agent Trajectories for Long-Context Training

    May 21, 2026Qisheng Su, Zhen Fang, Shiting Huang +8Efficient Long-Context InferenceMemory-Augmented Large Language Models

  58. DualOptim+: Bridging Shared and Decoupled Optimizer States for Better Machine Unlearning in Large Language Models

    May 20, 2026Xuyang Zhong, Qizhang Li, Yiwen Guo +1Large Language Model TrainingMemory-Augmented Large Language Models

  59. Unlocking the Potential of Continual Model Merging: An ODE Perspective

    May 19, 2026Lihong Lin, Haidong KangContinual Model MergingEfficient Continual Learning

  60. OEP: Poisoning Self-Evolving LLM Agents via Locally Correct but Non-Transferable Experiences

    May 18, 2026Kaixiang Wang, Jiong Lou, Zhaojiacheng Zhou +1Poisoning AttacksLarge Language Model Agents