Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning Paper • 2511.16043 • Published Nov 20, 2025 • 108
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published Nov 12, 2025 • 200
CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents Paper • 2511.02734 • Published Nov 4, 2025 • 20
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 45
ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level Entropy Shaping Paper • 2510.08457 • Published Oct 9, 2025 • 12
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers Paper • 2506.23918 • Published Jun 30, 2025 • 89
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization Paper • 2505.19000 • Published May 25, 2025 • 42
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting Paper • 2505.18822 • Published May 24, 2025 • 15
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning Paper • 2505.17667 • Published May 23, 2025 • 88
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning Paper • 2505.11896 • Published May 17, 2025 • 58
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Paper • 2505.04921 • Published May 8, 2025 • 185
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Paper • 2504.11536 • Published Apr 15, 2025 • 63
FuseChat-3.0: Preference Optimization Meets Heterogeneous Model Fusion Paper • 2503.04222 • Published Mar 6, 2025 • 15
VLM^2-Bench: A Closer Look at How Well VLMs Implicitly Link Explicit Matching Visual Cues Paper • 2502.12084 • Published Feb 17, 2025 • 32