Memory

Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents ACL 2026 Long Context Modeling with Ranked Memory-Augmented Retrieval ACL 2026 MaDS: Long-Horizon GUI Automation via Synergizing Dual-Layer Memory and Multi-Round Debate ACL 2026 MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents ACL 2026 MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution ACL 2026 Mem2Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation ACL 2026 MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards ACL 2026 MemCoRL: Alternating Co-Optimization of Memory Retrieval and Utilization via Collaborative Reinforcement Learning ACL 2026 Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents ACL 2026 MemoryART: Enhancing LLMs via Multi-Memory Models with Adaptive Resonance Theory for Healthcare Agents AAAI 2026 Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning ACL 2026 Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction AAAI 2026 Mnemis: Dual-Route Retrieval on Hierarchical Graphs for Long-Term LLM Memory ACL 2026 Mnemosyne: Accelerating Multi-Hop Question Answering via Cache Hit Order Fitting AAAI 2026 MolMem: Memory-Augmented Agentic Reinforcement Learning for Sample-Efficient Molecular Optimization ACL 2026 MVLM: Template-Free Tracking via Vision-Language Margin Confidence and Memory-Gated Tracking CVPR 2026 Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism ACL 2026 OASIS: On-Demand Hierarchical Event Memory for Streaming Video Reasoning CVPR 2026 OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory ACL 2026 Octopus: Entropy-Controlled Science Fiction Literature Generation with Persistent Memory-Context Binding AAAI 2026 OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory CVPR 2026 Online Episodic Memory Visual Query Localization with Egocentric Streaming Object Memory WACV 2026 PanoNav: Mapless Zero-Shot Object Navigation with Panoramic Scene Parsing and Dynamic Memory AAAI 2026 Predicting the Future by Retrieving the Past AAAI 2026 Question-guided Visual Compression with Memory Feedback for Long-Term Video Understanding CVPR 2026