CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty Paper • 2601.22027 • Published 9 days ago • 68
MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods Paper • 2601.21821 • Published 9 days ago • 57
TTCS: Test-Time Curriculum Synthesis for Self-Evolving Paper • 2601.22628 • Published 8 days ago • 32
X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests Paper • 2601.06953 • Published 27 days ago • 44
RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes Paper • 2601.05249 • Published 30 days ago • 46
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Paper • 2601.05432 • Published 30 days ago • 166
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Paper • 2601.06002 • Published 29 days ago • 51
Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Paper • 2601.06021 • Published 29 days ago • 43
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Paper • 2601.05242 • Published 30 days ago • 222
AT^2PO: Agentic Turn-based Policy Optimization via Tree Search Paper • 2601.04767 • Published about 1 month ago • 28
Benchmark^2: Systematic Evaluation of LLM Benchmarks Paper • 2601.03986 • Published about 1 month ago • 34
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization Paper • 2512.24615 • Published Dec 31, 2025 • 119
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models Paper • 2512.24618 • Published Dec 31, 2025 • 147
Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling Paper • 2512.23959 • Published Dec 30, 2025 • 112
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space Paper • 2512.24617 • Published Dec 31, 2025 • 64
Mindscape-Aware Retrieval Augmented Generation for Improved Long Context Understanding Paper • 2512.17220 • Published Dec 19, 2025 • 112
Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding Paper • 2512.17532 • Published Dec 19, 2025 • 67