Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? Paper • 2610.08215 • Published 6 days ago • 154
Mobile-4DGS: Unified Static-Dynamic Real-time Mobile Gaussian Splatting Paper • 2610.05289 • Published 10 days ago • 25
SimuVerity: Benchmarking Agents for Engineering-Grade Simulink Model Generation Paper • 2610.02304 • Published 13 days ago • 56
TRIAGE: Direction-Aware Mismatch Stabilization of Native NVFP4 Reinforcement Learning Paper • 2610.07043 • Published 9 days ago • 47
Base Models Can Reason By Taking a Cue From Training Data Paper • 2610.06851 • Published 9 days ago • 27
RobotUse: Allocating Computation, Context, and Decisions Paper • 2610.04929 • Published 10 days ago • 19
Efficient Reasoning Training Does Not Always Harm CoT Faithfulness and Monitorability Paper • 2610.03509 • Published 12 days ago • 17
PROWBench: Do Video Models Render What the Program Specifies? Paper • 2610.02205 • Published 9 days ago • 74
UniEvo-VL: An On-policy Self-Distillation Training Recipe for Multimodal Model Self-improvement Paper • 2609.38721 • Published 14 days ago • 274
Marathoner: Ultra-Long-Horizon Autonomous Intelligence Paper • 2609.34378 • Published 16 days ago • 43
ROSS: Relearning from Self-Generated Rollouts through Selective Supervision Paper • 2609.35954 • Published 16 days ago • 53
Scaling Properties of Same-Family On-Policy Distillation Paper • 2609.32722 • Published 18 days ago • 326
Surprising Success, Repeated Failure: Entropy-Guided Credit Assignment for Exploration in LLM Reasoning Paper • 2609.33781 • Published 17 days ago • 46
An RL View of OPD: Least Square Policy Distillation for Sample-Efficient LLM Reasoning Paper • 2609.35505 • Published 16 days ago • 26
FoMo: Forking Moment in Generative Trajectory as a Perceptual Distance Paper • 2609.25716 • Published 22 days ago • 24
Verifiable Hidden Dynamics Play: Generating Agentic RL Environments from Solved Mechanisms Paper • 2609.27321 • Published 21 days ago • 22
ImIR: Image-Instruction Tuning for All-in-One Image Restoration Paper • 2609.25267 • Published 23 days ago • 14
RoboFollow: Unveiling the Instruction Following Mirage in Embodied Agents Paper • 2609.25636 • Published 22 days ago • 13
The Tasteful Agent: Measuring and Improving Taste in Long-Horizon Tasks Paper • 2609.25804 • Published 22 days ago • 164