The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single- and Multi-Teacher On-Policy Agentic Distillation Paper • 2607.24720 • Published 11 days ago • 26
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents Paper • 2607.28227 • Published 8 days ago • 301
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published Jun 24 • 18
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do Paper • 2606.22565 • Published Jun 21 • 9
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 71
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 71
Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models Paper • 2603.11896 • Published Mar 12 • 10
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Paper • 2410.09542 • Published Oct 12, 2024
Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning Paper • 2402.18344 • Published Feb 28, 2024 • 1
Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness Paper • 2405.18915 • Published May 29, 2024
MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning Paper • 2603.02024 • Published Mar 2 • 47
MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning Paper • 2603.02024 • Published Mar 2 • 47
MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning Paper • 2603.02024 • Published Mar 2 • 47
RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models Paper • 2406.10890 • Published Jun 16, 2024 • 1
Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences Paper • 2510.23451 • Published Oct 27, 2025 • 28
Fixing the Broken Compass: Diagnosing and Improving Inference-Time Reward Modeling Paper • 2503.05188 • Published Mar 7, 2025