SPARK: Synergistic Policy And Reward Co-Evolving Framework Paper • 2509.22624 • Published Sep 26, 2025 • 19
DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing Paper • 2602.12205 • Published Feb 13 • 83
Reliable Reasoning in SVG-LLMs via Multi-Task Multi-Reward Reinforcement Learning Paper • 2603.16189 • Published Mar 17 • 11
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation Paper • 2605.10912 • Published May 11 • 46
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Paper • 2605.19461 • Published May 19 • 2
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games Paper • 2606.19338 • Published 26 days ago • 50
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games Paper • 2606.19338 • Published 26 days ago • 50
Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale Paper • 2603.25040 • Published Mar 26 • 134
Trust Your Critic: Robust Reward Modeling and Reinforcement Learning for Faithful Image Editing and Generation Paper • 2603.12247 • Published Mar 12 • 24
ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning Paper • 2512.05111 • Published Dec 4, 2025 • 50
MM-IFEngine: Towards Multimodal Instruction Following Paper • 2504.07957 • Published Apr 10, 2025 • 35
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM Paper • 2503.14478 • Published Mar 18, 2025 • 48
OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference Paper • 2502.18411 • Published Feb 25, 2025 • 74
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Paper • 2501.12368 • Published Jan 21, 2025 • 46