Don't Just Trust Your Memory: Evidence-Linked Memory Reduces Memory-Induced Degradation in LLM Agents Paper • 2611.14320 • Published 5 days ago • 71
Future Representation Distillation for Imagination-free World Action Models Paper • 2611.04527 • Published 11 days ago • 14
AdaPath: Query-Adaptive Path-Finding via Path-Bank for Multi-Hop Implicit Biomedical KGQA Paper • 2608.30556 • Published Aug 31 • 21
Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay Paper • 2610.27954 • Published 26 days ago • 37
Seeing, Maintaining, and Learning: The Evolution of Multimodal Agent Memory Paper • 2610.19366 • Published Oct 14 • 51
RunningTab: Direct Workspace Interaction with Environment-Side Tabs Paper • 2610.10444 • Published Oct 7 • 38
AutoSciBench: Autonomous Benchmark Generation for Evaluating Scientific Agents Paper • 2610.05140 • Published Oct 4 • 34
Mid-Harness: Scaling Actions Between Model and Harness for Terminal Agents Paper • 2609.39982 • Published Sep 30 • 96
EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery Paper • 2609.40340 • Published Sep 30 • 91
Surprising Success, Repeated Failure: Entropy-Guided Credit Assignment for Exploration in LLM Reasoning Paper • 2609.33781 • Published Sep 27 • 33
Knowing When Thinking Is Not Enough: Teaching Small Reasoning Models to Reason Beyond Their Parametric Knowledge Paper • 2609.34327 • Published Sep 28 • 40
EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading Agents Paper • 2609.17632 • Published Sep 15 • 20
SpatialBlock: Enhancing Spatial Intelligence in LVLMs via Synthetic Block-Stacking Problem Paper • 2609.07064 • Published Sep 7 • 61
Super Library Agent: Joint Generation and Maintenance of Multiple Applications Beyond the Single Codebase Paper • 2608.29310 • Published Aug 29 • 30
Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory Paper • 2608.07169 • Published Aug 7 • 46
BM25 Wins at Scale: A Scaling Study of Retrieval-Augmented Generation Paradigms Paper • 2607.26497 • Published Jul 30 • 53
Environment-free Synthetic Data Generation for API-Calling Agents Paper • 2607.16900 • Published Jul 18 • 21
TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration Paper • 2606.04743 • Published Jun 3 • 47