Don't Just Trust Your Memory: Evidence-Linked Memory Reduces Memory-Induced Degradation in LLM Agents Paper • 2611.14320 • Published 3 days ago • 70
Future Representation Distillation for Imagination-free World Action Models Paper • 2611.04527 • Published 9 days ago • 13
AdaPath: Query-Adaptive Path-Finding via Path-Bank for Multi-Hop Implicit Biomedical KGQA Paper • 2608.30556 • Published Aug 31 • 21
DreamX: Video Diffusion Model is a Universal Latent Action Learner Paper • 2611.05377 • Published 10 days ago • 57
EvoCode-Bench: Evaluating Coding Agents in Multi-Turn Iterative Interactions Paper • 2605.24110 • Published May 22 • 2
Latent Reasoning in Continuous Space for Unified Multimodal Models Paper • 2610.42149 • Published 14 days ago • 45
Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay Paper • 2610.27954 • Published 24 days ago • 37
SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks Paper • 2603.24755 • Published Mar 25 • 30
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
SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration Paper • 2603.03823 • Published Mar 4 • 8
Eliciting Weak-to-Strong Generalization with On-Policy Reverse Distillation Paper • 2609.08798 • Published Sep 8 • 69
Super Library Agent: Joint Generation and Maintenance of Multiple Applications Beyond the Single Codebase Paper • 2608.29310 • Published Aug 29 • 30
V-Agent: An Interactive Video Search System Using Vision-Language Models Paper • 2512.16925 • Published Nov 4, 2025 • 3
Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory Paper • 2608.07169 • Published Aug 7 • 46