Don't Just Trust Your Memory: Evidence-Linked Memory Reduces Memory-Induced Degradation in LLM Agents Paper • 2611.14320 • Published 4 days ago • 71
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 25 days ago • 37
Channel Selection for Mixture-of-Experts Decoding Needs No Calibration Data Paper • 2610.37386 • Published 18 days ago • 26
Eat Your Precision: Precision Objective Mitigates Reward Hacking in Rubric-based RL Paper • 2610.33512 • Published 21 days ago • 35
Principia: Test-Time Hypotheses to Principle Construction for Scientific Discovery Paper • 2610.32195 • Published 22 days ago • 27
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
Super Library Agent: Joint Generation and Maintenance of Multiple Applications Beyond the Single Codebase Paper • 2608.29310 • Published Aug 29 • 30
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
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources Paper • 2605.29250 • Published May 28 • 78
Learn from Weaknesses: Automated Domain Specialization for Small Computer-Use Agents Paper • 2605.28775 • Published May 27 • 35
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Paper • 2605.28774 • Published May 27 • 89