Long Short-Term Memory

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Agent Memory

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Long-Term Memory

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Factual Recall

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Large Language Model Memory

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Long-Term Conversational Memory

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Hierarchical Graph Memory

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Episodic Memory

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Memory Retrieval

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Improving Multi-turn Dialogue Consistency with Self-Recall Thinking
May 14, 2026Renning Pang, Tian Lan, Leyuan Liu +3Multi-Turn Conversations Factual Recall
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
May 14, 2026Xiyu Ren, Zhaowei Wang, Yiming Du +11Multimodal Memory Large Vision Language Models
A Heterogeneous Temporal Memory Governance Framework for Long-Term LLM Persona Consistency
May 14, 2026Zhao Yang, Wang Huan, Li Yingshuo +2Long-Term Conversational Memory Persona
RAMS: Resource-Adaptive and Detection-Conditioned Model Switching for Embedded Edge Perception
May 14, 2026Kushal Khemani, Evan Leri, George Xu +1Vram Edge
Remember Your Trace: Memory-Guided Long-Horizon Agentic Framework for Consistent and Hierarchical Repository-Level Code Documentation
May 14, 2026Suyoung Bae, Jaehoon Lee, Changkyu Choi +2Repository-Level Code Understanding Documentation
When Robots Do the Chores: A Benchmark and Agent for Long-Horizon Household Task Execution
May 14, 2026Zilin Zhu, Longteng Guo, Yanghong Mei +5Long-Horizon Planning Embodied Agents
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations
May 14, 2026Jingbo Yang, Kwei-Herng Lai, Xiaowen Wang +3Agent Memory Conversational Benchmarks
Efficient Generative Retrieval for E-commerce Search with Semantic Cluster IDs and Expert-Guided RL
May 14, 2026Jianbo Zhu, Xing Fang, Jing Wang +5Products Beam Search
MemLineage: Lineage-Guided Enforcement for LLM Agent Memory
May 14, 2026Ciyan Ouyang, Rui HouAgent Memory Untrusted Input
Agentic Recommender System with Hierarchical Belief-State Memory
May 14, 2026Xiang Shen, Yuhang Zhou, Yifan Wu +8Agent Memory Agentic Reinforcement-Learning Framework
ASH: Agents that Self-Hone via Embodied Learning
May 14, 2026Benjamin Schneider, Xavier Schneider, Victor Zhong +1Long-Horizon Agents Embodied Agents
Thinking Ahead: Prospection-Guided Retrieval of Memory with Language Models
May 13, 2026Harshita Chopra, Krishna Kant Chintalapudi, Suman Nath +2Long-Term Conversational Memory Interaction History
BOOKMARKS: Efficient Active Storyline Memory for Role-playing
May 13, 2026Letian Peng, Ziche Liu, Yiming Huang +4Agent Memory Role-Playing Agents
ProtoMedAgent: Multimodal Clinical Interpretability via Privacy-Aware Agentic Workflows
May 13, 2026Alvaro Lopez Pellicer, Plamen Angelov, Marwan Bukhari +3Multimodal Clinical Data Mediation
QLAM: A Quantum Long-Attention Memory Approach to Long-Sequence Token Modeling
May 13, 2026Hoang-Quan Nguyen, Sankalp Pandey, Khoa LuuSequence Modeling Memory-Augmented Large Language Models
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
May 13, 2026Zhongju Yuan, Geraint Wiggins, Dick BotteldoorenMemory-Augmented Large Language Models
R^2-Mem: Reflective Experience for Memory Search
May 13, 2026Xinyuan Wang, Wenyu Mao, Junkang Wu +2Agent Memory Search Agents
CogniFold: Always-On Proactive Memory via Cognitive Folding
May 13, 2026Suli Wang, Yiqun Duan, Yu Deng +5Agent Memory Cognitive Science
Phasor Memory Networks: Stable Backpropagation Through Time for Scalable Explicit Memory
May 13, 2026Sungwoo Goo, Hwi-yeol Yun, Sangkeun JungBackpropagation Explicit Memory
A Hybrid Tucker-LSTM Tensor Network Model for SOC Prediction in Electric Vehicles
May 13, 2026Han Wang, Ying Wang, Bing WangElectric Vehicles Lithium-Ion Batteries
Does Engram Do Memory Retrieval in Autoregressive Image Generation?
May 13, 2026Jinghao Wang, Qiyuan He, Chunbin Gu +1Autoregressive Image Generation Memory-Augmented Large Language Models
Continual Fine-Tuning of Large Language Models via Program Memory
May 13, 2026Hung Le, Svetha VenkateshEfficient Continual Learning Continual Fine-Tuning
Useful Memories Become Faulty When Continuously Updated by LLMs
May 13, 2026Dylan Zhang, Yanshan Lin, Zhengkun Wu +4Agent Memory Memory Retrieval
When Attention Closes: How LLMs Lose the Thread in Multi-Turn Interaction
May 13, 2026Vardhan Dongre, Joseph Hsieh, Viet Dac Lai +3Multi-Turn Interactions Large Language Model Performance
Multitask Multimodal Fusion with Tabular Foundation Models for Peak and Durability Prediction of Pertussis Booster Response
May 13, 2026Divya SitaniVaccination Opinion Dynamics Multimodal Fusion
Controllable Quantum Memory Capacity in Quantum Reservoir Networks with Tunable partial-SWAPs
May 12, 2026Erik L. Connerty, Ethan N. EvansReservoir Computing Substantial Memory
The Misattribution Gap: When Memory Poisoning Looks Like Model Failure in Agentic AI Systems
May 12, 2026Tanzim Ahad, Ismail Hossain, Md Jahangir Alam +3Agent Memory
Not All Tokens Are Worth Caching: Learning Semantic-Aware Eviction for LLM Prefix Caches
May 12, 2026Shaoke Fang, Ziang Li, Wenfei Wu +3Cache Eviction
LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues
May 12, 2026Di Wu, Zixiang Ji, Asmi Kawatkar +4Agent Memory Long-Horizon Agents
Geometric Factual Recall in Transformers
May 12, 2026Shauli Ravfogel, Gilad Yehudai, Joan Bruna +1Transformer Architectures Factual Recall
Executable Agentic Memory for GUI Agent
May 12, 2026Zerui Qin, Sheng Yue, Xingyuan Hua +2Graphical User Interface Agents Agent Memory
Goal-Oriented Reasoning for RAG-based Memory in Conversational Agentic LLM Systems
May 12, 2026Jiazhou Liang, Armin Toroghi, Yifan Simon Liu +3Agent Memory Memory Retrieval
From Index to Equity: Pre-Training Transformers for Stock Return Prediction
May 12, 2026Marie Soehl Coolsaet, Roberto Gallardo, Zhen GaoTransformer Architectures Long-Term Memory
SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory
May 12, 2026Juntong Wang, Haoyue Zhao, guanghui Pan +4Hierarchical Graph Memory Graph-Based Retrieval Augmented Generation
Composition of Memory Experts for Diffusion World Models
May 12, 2026Sebastian Stapf, Pablo Acuaviva Huertos, Aram Davtyan +1Discrete Diffusion Model Memory Retrieval
MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare
May 12, 2026Yihao Wang, Haoran Xu, Renjie Gu +10Agent Memory Long-Horizon Agents
Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models
May 12, 2026Jinbiao Chen, Shuang Jin, Guoyun Zhang +3Robust Optimization Llm-Driven
M $^4$ -SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection
May 12, 2026Jiyuan Liu, Jia Lin, Xiaofei Zhou +3Vision Foundation Models Mixture-of-Experts Models
Training-Inference Consistent Segmented Execution for Long-Context LLMs
May 12, 2026Xianpeng Shang, Jiang Li, Zehua Duo +2Efficient Long-Context Inference LLM Inference Efficiency
SoK: Unlearnability and Unlearning for Model Dememorization
May 12, 2026Mengying Zhang, Derui Wang, Ruoxi Sun +3Several Approximate Unlearning Strategies Machine Learning
Conditional Memory Enhanced Item Representation for Generative Recommendation
May 12, 2026Ziwei Liu, Yejing Wang, Shengyu Zhou +2Large-Scale Recommendation Systems Recommendation
Structured Belief State and the First Precision-Aware Benchmark for LLM Memory Retrieval
May 11, 2026Jeffrey FlyntLarge Language Model Memory Generative
Variational Linear Attention: Stable Associative Memory for Long-Context Transformers
May 11, 2026Vishal Pandey, Gopal SinghQuadratic Attention Dense Associative Memory
CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration
May 11, 2026Yuning Han, Yangchenchen Jin, Dylan Zhao +1Speculative Decoding LLM Inference Efficiency
RoboMemArena: A Comprehensive and Challenging Robotic Memory Benchmark
May 11, 2026Huashuo Lei, Wenxuan Song, Huarui Zhang +10Multimodal Memory
Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory
May 11, 2026Mingxi Zou, Zhihan Guo, Langzhang Liang +6Agent Memory Long-Horizon Agents
Factual recall in linear associative memories: sharp asymptotics and mechanistic insights
May 11, 2026Alessio Giorlandino, Sebastian Goldt, Antoine MaillardDense Associative Memory Factual Recall
Mela: Test-Time Memory Consolidation based on Transformation Hypothesis
May 11, 2026Lungchuan ChenMemory-Augmented Large Language Models Memory Retrieval
EGL-SCA: Structural Credit Assignment for Co-Evolving Instructions and Tools in Graph Reasoning Agents
May 11, 2026Zike Yuan, Yukun Cao, Han Zhang +7Reasoning Graphs Agentic Reasoning
MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading
May 11, 2026Baibei Ji, Xiaoyang Weng, Juntao Li +3Agent Memory In-Context
Retrieve-then-Steer: Online Success Memory for Test-Time Adaptation of Generative VLAs
May 11, 2026Jianchao Zhao, Huoren Yang, Yusong Hu +6Frozen Vision-Language Models Closed-Loop Reliability
MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs
May 11, 2026Ruiyi Yang, Zechen Li, Hao Xue +2Multi-Agent Evolution Self-Evolution
PREPING: Building Agent Memory without Tasks
May 11, 2026Yumin Choi, Sangwoo Park, Minki Kang +2Agent Memory Long-Term Memory
HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution
May 11, 2026Dongming Jiang, Yi Li, Guanpeng Li +2Agent Memory Agentic Retrieval
EgoMemReason: A Memory-Driven Reasoning Benchmark for Long-Horizon Egocentric Video Understanding
May 11, 2026Ziyang Wang, Yue Zhang, Shoubin Yu +6Multimodal Memory Video Understanding
Nautilus Compass: Black-box Persona Drift Detection for Production LLM Agents
May 11, 2026Chunxiao WangLarge Language Model Agents Agent Memory
Portable Agent Memory: A Protocol for Cryptographically-Verified Memory Transfer Across Heterogeneous AI Agents
May 10, 2026Santhosh Kumar RavindranAgent Memory Persistent State
MedMeta: A Benchmark for LLMs in Synthesizing Meta-Analysis Conclusion from Medical Studies
May 10, 2026Huy Hoang Ha, Benoit Favre, Francois PortetSystematic Review Clinical Reasoning
Geometry Conflict: Explaining and Controlling Forgetting in LLM Continual Post-Training
May 10, 2026Yuanyi Wang, Yifan Yang, Su Lu +9Catastrophic Forgetting Large Language Model Post-Training
LLM-Driven Performance-Space Augmentation for Meta-Learning-Based Algorithm Selection
May 10, 2026Darren Zhu, Daren LerMeta-Learning Synthetic Data Augmentation

May 14, 2026 · cs.CLJ/K move · Enter open · S save

Improving Multi-turn Dialogue Consistency with Self-Recall Thinking

Renning Pang, Tian Lan, Leyuan Liu, Xiaoming Huang+2

University of Electronic Science and Technology of China

Large language model (LLM) based multi-turn dialogue systems often struggle to track dependencies across non-adjacent turns, undermining both consistency and scalability. As conversations lengthen, essential information becomes sparse and is buried in irrelevant context, while processing the entire dialogue history incurs severe efficiency bottlenecks. Existing solutions either rely on high latency external memory or lose fine-grained details through iterative summarization. In this paper, we propose Self-Recall Thinking (SRT), a framework designed to address long-range contextual dependency and sparse informative signals in multi-turn dialogue. SRT identifies helpful historical turns and uses them to generate contextually appropriate responses, enabling the model to selectively recall and reason over context during inference. This process yields an endogenous reasoning process that integrates interpretable recall steps without external modules. SRT incorporates: (1) Dependency Construction: Generating and converting it into self-recall chains; (2)Capability Initialization: Training to enable reasoning chains with recall tokens capability; (3)Reasoning Improvement: Refining accuracy via verifiable rewards to optimize recall and reasoning for correct answers. Experiments on multiple datasets demonstrate that SRT improves F1 score by 4.7% and reduces end-to-end latency by 14.7% over prior methods, achieving a balance between reasoning latency and accuracy, and outperforming state-of-the-art baselines.

Multi-Turn Conversations Factual Recall Retrieval Recall Inference Latency Long-Range Temporal Dependencies

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