Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation Paper • 2608.02791 • Published 8 days ago • 4
CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization Paper • 2607.25659 • Published 14 days ago • 83
HumanCLAW: Can Vision-Language Models Act Through a Body? Paper • 2607.27180 • Published 13 days ago • 76
DecoEvo: Score-Decoupled Co-Evolution of Solver and Rubric-Generator Skills in Text Space Paper • 2607.25675 • Published 14 days ago • 65
TACO: Tool-Augmented Credit Optimization for Agentic Tool Use Paper • 2606.30251 • Published Jun 29 • 22
Late-Layer Fusion is Enough: Dual-Path Vision Token Routing for Multimodal Large Language Models under Visual Saturation Paper • 2606.09131 • Published Jun 8 • 3
OdysseyArena: Benchmarking Large Language Models For Long-Horizon, Active and Inductive Interactions Paper • 2602.05843 • Published Feb 5 • 61
Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning Paper • 2601.20209 • Published Jan 28 • 24
Better, Stronger, Faster: Tackling the Trilemma in MLLM-based Segmentation with Simultaneous Textual Mask Prediction Paper • 2512.00395 • Published Nov 29, 2025 • 2
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models Paper • 2408.13533 • Published Aug 24, 2024 • 1
Thought-Augmented Policy Optimization: Bridging External Guidance and Internal Capabilities Paper • 2505.15692 • Published May 21, 2025 • 14
DReSS: Data-driven Regularized Structured Streamlining for Large Language Models Paper • 2501.17905 • Published Jan 29, 2025 • 2
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Paper • 2502.02339 • Published Feb 4, 2025 • 23
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS Paper • 2411.18478 • Published Nov 27, 2024 • 37