Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards Paper • 2605.14539 • Published 9 days ago • 5
MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems Paper • 2605.18565 • Published 4 days ago • 4
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Paper • 2605.06527 • Published 16 days ago • 44
Rethinking State Tracking in Recurrent Models Through Error Control Dynamics Paper • 2605.07755 • Published 15 days ago • 23
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published 16 days ago • 110
Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL Paper • 2604.28123 • Published 22 days ago • 48
HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation Paper • 2604.28196 • Published 23 days ago • 71
From Context to Skills: Can Language Models Learn from Context Skillfully? Paper • 2604.27660 • Published 20 days ago • 162
Crowded in B-Space: Calibrating Shared Directions for LoRA Merging Paper • 2604.16826 • Published Apr 18 • 18
CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery Paper • 2604.01658 • Published Apr 2 • 55
Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models Paper • 2603.14636 • Published Mar 15 • 4
AVO: Agentic Variation Operators for Autonomous Evolutionary Search Paper • 2603.24517 • Published Mar 25 • 11
InCoder-32B: Code Foundation Model for Industrial Scenarios Paper • 2603.16790 • Published Mar 17 • 311
HSImul3R: Physics-in-the-Loop Reconstruction of Simulation-Ready Human-Scene Interactions Paper • 2603.15612 • Published Mar 16 • 153
From Blind Spots to Gains: Diagnostic-Driven Iterative Training for Large Multimodal Models Paper • 2602.22859 • Published Feb 26 • 151
VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training Paper • 2602.10693 • Published Feb 11 • 220
SQuTR: A Robustness Benchmark for Spoken Query to Text Retrieval under Acoustic Noise Paper • 2602.12783 • Published Feb 13 • 246
TermiGen: High-Fidelity Environment and Robust Trajectory Synthesis for Terminal Agents Paper • 2602.07274 • Published Feb 6 • 210