Key papers

• MemSyco-Bench: Benchmarking Sycophancy in Agent Memory (2026)
  Zhishang Xiang et al.
  2.00
• Linear Attention Architectures: Mechanisms, Trade-offs, and Cross-Layer Routing (2026)
  Tommaso Cerruti et al.
  2.00
• Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction (2026)
  Muzhao Tian et al.
  1.94
• EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines (2026)
  Shuo Zhang et al.
  1.94
• HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding (2026)
  Haowei Zhang et al.
  1.94
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• MemoryLLM: Plug-n-Play Interpretable Feed-Forward Memory for Transformers (2026)
  Ajay Jaiswal et al.
  1.94
• Scaling Small Agents Through Strategy Auctions (2026)
  Lisa Alazraki et al.
  1.94
• Panini: Continual Learning in Token Space via Structured Memory (2026)
  Shreyas Rajesh et al.
  1.94
• OCR-Agent: Agentic OCR with Capability and Memory Reflection (2026)
  Shimin Wen et al.
  1.94
• ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling (2026)
  Yawen Luo et al.
  1.94
• GEMS: Agent-Native Multimodal Generation with Memory and Skills (2026)
  Zefeng He et al.
  1.94
• Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)
  Varun Pratap Bhardwaj
  1.94
• Latent Preference Modeling for Cross-Session Personalized Tool Calling (2026)
  Yejin Yoon et al.
  1.94
• Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents (2026)
  Seyed Moein Abtahi et al.
  1.94
• From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills (2026)
  Qiliang Liang et al.
  1.94
• Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction (2026)
  Yuxuan Huang et al.
  1.94
• MiA-Signature: Approximating Global Activation for Long-Context Understanding (2026)
  Yuqing Li et al.
  1.94
• PREPING: Building Agent Memory without Tasks (2026)
  Yumin Choi et al.
  1.94
• MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems (2026)
  Hyunji Lee et al.
  1.94
• MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents (2026)
  Ziyun Zeng et al.
  1.94
• Code as Agent Harness (2026)
  Xuying Ning et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• Task-Focused Memorization for Multimodal Agents (2026)
  Tao Zou et al.
  1.94
• Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams (2026)
  Zewen Liu et al.
  1.94
• AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents (2026)
  Yiheng Shu et al.
  1.94
• AURA: Action-Gated Memory for Robot Policies at Constant VRAM (2026)
  Josef Chen
  1.94
• SubtleMemory: A Benchmark for Fine-Grained Relational Memory Discrimination in Long-Horizon AI Agents (2026)
  Wenxuan Wang et al.
  1.94
• Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents (2026)
  Shuo Ji et al.
  1.94
• MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery (2026)
  Shangheng Du et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• Echo-Memory: A Controlled Study of Memory in Action World Models (2026)
  Wayne King et al.
  1.94
• Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models (2026)
  Cheng-Yu Yang et al.
  1.94
• OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation (2026)
  Guibin Zhang et al.
  1.94
• ActWorld: From Explorable to Interactive World Model via Action-Aware Memory (2026)
  Zhexiao Xiong et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory (2026)
  Chang Nie et al.
  1.94
• RoPE-Aware Bit Allocation for KV-Cache Quantization (2026)
  Fengfeng Liang et al.
  1.94
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory (2026)
  Jiaqi Liu et al.
  1.83
• CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery (2026)
  Ao Qu et al.
  1.83
• Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory (2026)
  Weixian Waylon Li et al.
  1.83
• CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management (2026)
  Chao Wang et al.
  1.78
• REVERE: Reflective Evolving Research Engineer for Scientific Workflows (2026)
  Balaji Dinesh Gangireddi et al.
  1.78
• Agentic Reasoning for Large Language Models (2026)
  Tianxin Wei et al.
  1.67
• OVD: On-policy Verbal Distillation (2026)
  Jing Xiong et al.
  1.67
• REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation (2025)
  Dong-Ho Lee et al.
  1.28
• Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers (2025)
  Weiming Ren et al.
  1.28
• Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models (2025)
  Hung-Yueh Chiang et al.
  1.28
• SmolVLM: Redefining small and efficient multimodal models (2025)
  Andrés Marafioti et al.
  1.28
• V-MAGE: A Game Evaluation Framework for Assessing Visual-Centric Capabilities in Multimodal Large Language Models (2025)
  Xiangxi Zheng et al.
  1.28
• It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization (2025)
  Ali Behrouz et al.
  1.28
• What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? (2025)
  Jinhong Ni et al.
  1.28
• LIFT the Veil for the Truth: Principal Weights Emerge after Rank Reduction for Reasoning-Focused Supervised Fine-Tuning (2025)
  Zihang Liu et al.
  1.28
• Diagonal Batching Unlocks Parallelism in Recurrent Memory Transformers for Long Contexts (2025)
  Danil Sivtsov et al.
  1.28
• Kinetics: Rethinking Test-Time Scaling Laws (2025)
  Ranajoy Sadhukhan et al.
  1.28
• An Agentic System for Rare Disease Diagnosis with Traceable Reasoning (2025)
  Weike Zhao et al.
  1.28
• StreamVLN: Streaming Vision-and-Language Navigation via SlowFast Context Modeling (2025)
  Meng Wei et al.
  1.28
• OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding (2025)
  JingLi Lin et al.
  1.28