AutoTrainess: Teaching Language Models to Improve Language Models Autonomously Paper • 2606.31551 • Published 14 days ago • 23
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games Paper • 2606.19338 • Published 27 days ago • 50
Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling Paper • 2606.02578 • Published Jun 1 • 6
Why Far Looks Up: Probing Spatial Representation in Vision-Language Models Paper • 2605.30161 • Published May 28 • 60
Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps Paper • 2605.16928 • Published May 16 • 99
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Paper • 2605.21467 • Published May 20 • 207
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Paper • 2605.12882 • Published May 13 • 274
Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards Paper • 2605.14539 • Published May 14 • 8