Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation Paper • 2607.11886 • Published Jul 13 • 86
FlowMimic: Mask-free Visual Editing and Generation with Pixel-pair Warped Flow Field for Online Video Editing Data Generation and Modality Mimicry Paper • 2607.18227 • Published Jul 20 • 53
Scaling Properties of Text Conditioning in Visual Generation Paper • 2607.29679 • Published Jul 31 • 41
Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text Paper • 2601.10355 • Published Jan 15 • 40
Multi-Objective and Mixed-Reward Reinforcement Learning via Reward-Decorrelated Policy Optimization Paper • 2605.13641 • Published May 13 • 52
LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning Paper • 2603.21065 • Published Mar 22 • 79
Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation Paper • 2604.10098 • Published Apr 11 • 83
Scaling Embeddings Outperforms Scaling Experts in Language Models Paper • 2601.21204 • Published Jan 29 • 107
WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation Paper • 2605.25874 • Published May 25 • 108
Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development Paper • 2608.13417 • Published 20 days ago • 57
Sparse but Critical: A Token-Level Analysis of Distributional Shifts in RLVR Fine-Tuning of LLMs Paper • 2603.22446 • Published Mar 23 • 12
Unified Multimodal Autoregressive Modeling with Shared Context-Visual Tokenizer is Key to Unification Paper • 2606.18249 • Published Jun 16 • 15
Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements Paper • 2607.28661 • Published Jul 22 • 18
WebWorld: A Large-Scale World Model for Web Agent Training Paper • 2602.14721 • Published Feb 16 • 20