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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Long-Term Conversational Memory

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Hierarchical Graph Memory

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Episodic Memory

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SWIFT: Prompt-Adaptive Memory for Efficient Interactive Long Video Generation
May 10, 2026Shanwen Tan, Hao Li, Jingtao Zhang +4Cache Long-Term Conversational Memory
The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory
May 10, 2026Luoxi Tang, Rupali Rajendra Vaje, Yuqiao Meng +5Agent Memory Spurious Correlations
Mem-W: Latent Memory-Native GUI Agents
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EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium
May 10, 2026Yuqiao Meng, Sakshi Sunil Narvekar, Luoxi Tang +4Multi-Agent Debate Memory-Augmented Large Language Models
Sparse Layers are Critical to Scaling Looped Language Models
May 9, 2026Ryan Lee, Jacob Biloki, Edward J. Hu +1Transformer Layers Large Models
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May 9, 2026Yang Luo, Zifeng Kang, Tiantian Ji +4Hierarchical Graph Memory Agent Memory
Architecture, Not Scale: Circuit Localization in Large Language Models
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The Interference Gap: Comparing Retrieval Bounds in Human Memory and RAG Systems
May 9, 2026Dongxin Guo, Jikun Wu, Siu-Ming YiuRetrieval-Augmented Generation Systems Cognitive Memory
The Echo Amplifies the Knowledge: Somatic Marker Analogues in Language Models via Emotion Vector Re-Injection
May 9, 2026Jared GloverLong-Term Memory Self-Awareness
PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents
May 8, 2026Mehmet IscanCode Generation Episodic Experiences
Transfer Learning for Dead Fuel Moisture Prediction Using Time-Warping Recurrent Neural Networks
May 8, 2026Jonathon Hirschi, Jan Mandel, Adam KochanskiTransfer Learning Neural Network
MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs
May 8, 2026Junwei Liao, Haoting Shi, Ruiwen Zhou +9Agent Memory Episodic Memory
The Memory Curse: How Expanded Recall Erodes Cooperative Intent in LLM Agents
May 8, 2026Jiayuan Liu, Tianqin Li, Shiyi Du +7Agent Memory Large Language Model Agents
Semantic-Aware Adaptive Visual Memory for Streaming Video Understanding
May 8, 2026Hang Wu, Sherin Mary Mathews, Yujun Cai +2Visual Tokens Long-Term Memory
TRACE: Tourism Recommendation with Accountable Citation Evidence
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Optimal Recourse Summaries via Bi-Objective Decision Tree Learning
May 8, 2026Ioannis Chatzis, Jason Liartis, Athanasios Voulodimos +1Summarization Decision Trees
MemCompiler: Compile, Don't Inject -- State-Conditioned Memory for Embodied Agents
May 8, 2026Xin Ding, Xinrui Wang, Yifan Yang +9Agent Memory Embodied Agents
When Stored Evidence Stops Being Usable: Scale-Conditioned Evaluation of Agent Memory
May 8, 2026Jiaqi Shao, Yiyi Lu, Yunzhen Zhang +1Agent Memory Agentic Evaluations
MEMOREPAIR: Barrier-First Cascade Repair in Agentic Memory
May 8, 2026Yang Zhao, Chengxiao Dai, Mengying Kou +1Agent Memory Rollback
Reformulating KV Cache Eviction Problem for Long-Context LLM Inference
May 8, 2026Tho Mai, Joo-Young KimKey-Value Cache Eviction Key-Value Cache
Bridging Modalities, Spanning Time: Structured Memory for Ultra-Long Agentic Video Reasoning
May 8, 2026Jiazheng Li, Chi-Hao Wu, Yunze Liu +3Agentic Video Generation Multimodal Memory
Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs
May 8, 2026Wanli Yang, Hongyu Zang, Junwei Zhang +5Large Language Model Reasoning Factual Recall
AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning
May 8, 2026Seunghan Lee, Jun Seo, Jaehoon Lee +7Temporal Knowledge Graphs Hierarchical Graph Memory
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
May 7, 2026Hanxiang Chao, Yihan Bai, Rui Sheng +2Agent Memory Gradient Staleness
Neural-Actuarial Longevity Forecasting: Anchoring LSTMs for Explainable Risk Management
May 7, 2026Davide RindoriActuarial Reasoning Tasks Long-Term Memory
MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval
May 7, 2026Chunyu Li, Mengyuan Zhang, Jingyi Kang +6Reranking Agent Memory
When Routine Chats Turn Toxic: Unintended Long-Term State Poisoning in Personalized Agents
May 7, 2026Xiaoyu Xu, Minxin Du, Qipeng Xie +3Personalized Large Language Model Agents Poisoning
Vidya: An AI-Driven Modular Pipeline for Archival Automation and Semantic Metadata Enrichment
May 7, 2026Cloter Migliorini Filho, Julia Graciela Machado, Edson Armando Silva +1Large Language Model Pipelines Metadata
Efficient event-driven retrieval in high-capacity kernel Hopfield networks
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Ray-Aware Pointer Memory with Adaptive Updates for Streaming 3D Reconstruction
May 7, 2026Feifei Li, Qi Song, Chi Zhang +13D Reconstruction Long-Term Memory
Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination
May 7, 2026Qiyao Liang, Risto Miikkulainen, Ila FieteLarge Language Model Hallucination Hidden States
From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms
May 7, 2026Jinghao Luo, Yuchen Tian, Chuxue Cao +6Agent Memory Experience
Belief Memory: Agent Memory Under Partial Observability
May 7, 2026Junfeng Liao, Qizhou Wang, Jianing Zhu +3Agent Memory Initial Human Belief Distributions
A Scalable Digital Twin Framework for Energy Optimization in Data Centers
May 7, 2026Raphael Hendrigo de Souza Gonçalves, Wendel Marcos dos SantosArtificial Intelligence Data Centers Data Centers
LongSeeker: Elastic Context Orchestration for Long-Horizon Search Agents
May 6, 2026Yijun Lu, Rui Ye, Yuwen Du +3Long-Horizon Agents Agent Memory
The Impossibility Triangle of Long-Context Modeling
May 6, 2026Yan ZhouSequence Modeling Retrieval Recall
Storage Is Not Memory: A Retrieval-Centered Architecture for Agent Recall
May 6, 2026Joshua Adler, Guy ZehaviAgent Memory Agentic Retrieval
Tree-based Credit Assignment for Multi-Agent Memory System
May 6, 2026Marina Mao, Alexandr Liu, Pengbo Li +3Agent Memory Credit Assignment
Gray-Box Poisoning of Continuous Malware Ingestion Pipelines
May 6, 2026Jan Dolejš, Martin Jureček, Róbert LórenczMalware Detection Data Poisoning
Extending Differential Temporal Difference Methods for Episodic Problems
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Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
May 5, 2026Kaustubh Pethkar, Ziyang Xiong, Zuofeng Shang +1Large Language Model Memory Autoregressive Language Models
Governed Collaborative Memory as Artificial Selection in LLM-Based Multi-Agent Systems
May 5, 2026Diego F. Cuadros, Abdoul-Aziz Maiga, Helen Meskhidze +1Agent Memory Multi-Agent Systems
Capabilities of Auto-encoders and Principal Component Analysis of the Reduction of Microstructural Images; Application on the Acceleration of Phase-Field Simulations
May 5, 2026Seifallah Fetni, Thinh Quy Duc Pham, Truong Vinh Hoang +4Masked Autoencoders Porous Media
Memory-Efficient Continual Learning with CLIP Models
May 5, 2026Ryan King, Gang Li, Bobak Mortazavi +1Domain Incremental Learning Frozen Contrastive Language-Image Pre-Training Visual Encoder
ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting
May 5, 2026Jiale Chang, Yuxiang RenAgent Memory Catastrophic Forgetting
MEMTIER: Tiered Memory Architecture and Retrieval Bottleneck Analysis for Long-Running Autonomous AI Agents
May 5, 2026Bronislav Sidik, Lior RokachAgent Memory Episodic Experiences
Two Calls, Two Moments, and the Vote-Accuracy Curve of Repeated LLM Inference
May 5, 2026Yi LiuLLM Inference Efficiency Retrieval Recall
CERSA: Cumulative Energy-Retaining Subspace Adaptation for Memory-Efficient Fine-Tuning
May 5, 2026Jingze Ge, Xue Geng, Yun Liu +6Parameter-Efficient Fine-Tuning Model Pretraining
Bi-Level Chaotic Fusion Based Graph Convolutional Network for Stock Market Prediction Interval
May 5, 2026Eshwar Sai Kandimalla, Sravan Chowdary Kankanala, Sumana Bhimineni +2Stochastic Volatility Predictive Uncertainty
What Happens Inside Agent Memory? Circuit Analysis from Emergence to Diagnosis
May 5, 2026Xutao Mao, Jinman Zhao, Gerald Penn +1Agent Memory Circuits
Sparse Memory Finetuning as a Low-Forgetting Alternative to LoRA and Full Finetuning
May 4, 2026Prakhar Gupta, Garv Shah, Satyam Goyal +1Large Language Model Memory Forgetting
Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
May 4, 2026Yuhui Wang, Tanqiu Jiang, Jiacheng Liang +2Agent Memory Large Language Model Agents
OCRR: A Benchmark for Online Correction Recovery under Distribution Shift
May 4, 2026Adrian GrassiCorrection Learning-Augmented Algorithms
MEMAUDIT: An Exact Package-Oracle Evaluation Protocol for Budgeted Long-Term LLM Memory Writing
May 4, 2026Nishant Bhargava, Rodrigo Sobral BarrentoLong-Term Memory Longbench
The Dynamic Gist-Based Memory Model (DGMM): A Memory-Centric Architecture for Artificial Intelligence
May 4, 2026Terry Dorsey, Kevin HugginsHierarchical Graph Memory Temporal Grounding
Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration
May 3, 2026Debeshee Das, Julien Piet, Darya Kaviani +3Multiple Attack Surfaces Agent Memory
Deep learning-based pavement performance modeling using multiple distress indicators and road work history
May 3, 2026Lu Gao, Zhe Han, Yunshen ChenPavement Convolutional Neural Networks
GRAVITY: Architecture-Agnostic Structured Anchoring for Long-Horizon Conversational Memory
May 3, 2026Yushi Sun, Bowen Cao, Dong Fang +2Long-Term Conversational Memory Residual Anchoring
Recall to Predict: Grounding Motion Forecasting in Interpretable Motion Bank
May 2, 2026Abhishek Vivekanandan, Ahmed Abouelazm, J. Marius ZöllnerHuman Motion Prediction Factual Recall

May 10, 2026 · cs.CVJ/K move · Enter open · S save

SWIFT: Prompt-Adaptive Memory for Efficient Interactive Long Video Generation

Shanwen Tan, Hao Li, Jingtao Zhang, Xiaosong Jia+3

University of Science and Technology of China · Fudan University · Georgia Institute of Technology · Shanghai Jiao Tong University

Streaming long-video generation faces a central challenge in continuous semantic switching, requiring adaptive memory to preserve coherent visual evolution. Current approaches rely on cache rebuilding at prompt boundaries or fixed memory budgets, but they introduce redundant computation and limit flexible semantic adaptation. This limitation arises from a mismatch between cached video history and prompt updates, as memory preserves visual continuity while prompt switches demand rapid semantic adaptation. Motivated by this observation, we present SWIFT, Semantic Windowing and Injection for Flexible Transitions, a training-free framework for multi-prompt long-video generation that enables efficient semantic switching while preserving temporal coherence in causal video diffusion models. SWIFT introduces a lightweight Semantic Injection Cache that augments cached video memory rather than reconstructing it from scratch at every prompt boundary. To avoid uniformly perturbing all attention channels, we further perform head-wise semantic injection, so that each attention head receives a prompt update proportional to its alignment with the current video state. In addition, we introduce an Adaptive Dynamic Window that allocates temporal memory according to prompt phase, using larger local context near switching boundaries and smaller windows during stable segments to reduce average inference cost. To preserve long-range semantic consistency under compressed local attention, we further maintain segment-level semantic anchors that summarize prompt-conditioned video history and reintroduce it as compact memory tokens. Compared with current state-of-the-art methods, SWIFT preserves generation quality while achieving 22.6 FPS on a single H100 GPU, establishing a substantially more efficient solution for multi-prompt long-video generation. Our code is available at https://github.com/ShanwenTan/SWIFT.

Cache Long-Term Conversational Memory

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