Key papers

• Reasoning with Exploration: An Entropy Perspective (2025)
  Daixuan Cheng et al.
  2.87
• REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents (2026)
  Zheng Chu et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• Metal-Sci: A Scientific Compute Benchmark for Evolutionary LLM Kernel Search on Apple Silicon (2026)
  Víctor Gallego
  1.94
• Confidence-Adaptive SwiGLU for Mixture-of-Experts (2026)
  Shaohua Li et al.
  1.94
• STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability (2026)
  Haipeng Luo et al.
  1.94
• AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation (2026)
  Siyu Wang et al.
  1.72
• Iterative Value Function Optimization for Guided Decoding (2025)
  Zhenhua Liu et al.
  1.28
• Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning (2025)
  Yufei Zhan et al.
  1.28
• CodeARC: Benchmarking Reasoning Capabilities of LLM Agents for Inductive Program Synthesis (2025)
  Anjiang Wei et al.
  1.28
• SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning (2025)
  Peixian Ma et al.
  1.28
• VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning (2025)
  Senqiao Yang et al.
  1.28
• UI-AGILE: Advancing GUI Agents with Effective Reinforcement Learning and Precise Inference-Time Grounding (2025)
  Shuquan Lian et al.
  1.28
• Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models (2025)
  Zhipeng Chen et al.
  1.28
• On-Policy RL Meets Off-Policy Experts: Harmonizing Supervised Fine-Tuning and Reinforcement Learning via Dynamic Weighting (2025)
  Wenhao Zhang et al.
  1.28
• Instruction-Following Evaluation in Function Calling for Large Language Models (2025)
  Nikolai Skripko
  1.28
• MSC-Bench: A Rigorous Benchmark for Multi-Server Tool Orchestration (2025)
  Jia-Kai Dong et al.
  1.28
• Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models (2025)
  Julianna Piskorz et al.
  1.28
• Thinking with Programming Vision: Towards a Unified View for Thinking with Images (2025)
  Zirun Guo et al.
  1.28
• Olmo 3 (2025)
  Team Olmo et al.
  1.28
• ChatGPT for Robotics: Design Principles and Model Abilities (2023)
  Sai Vemprala et al.
  —
• Interactive Task Planning with Language Models (2023)
  Boyi Li et al.
  —
• Weaver: Foundation Models for Creative Writing (2024)
  Tiannan Wang et al.
  —
• Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models (2024)
  Jianyuan Guo et al.
  —
• Trajectory Consistency Distillation (2024)
  Jianbin Zheng et al.
  —
• Beyond Scaling Laws: Understanding Transformer Performance with Associative Memory (2024)
  Xueyan Niu et al.
  —
• FRAP: Faithful and Realistic Text-to-Image Generation with Adaptive Prompt Weighting (2024)
  Liyao Jiang et al.
  —
• Coffee-Gym: An Environment for Evaluating and Improving Natural Language Feedback on Erroneous Code (2024)
  Hyungjoo Chae et al.
  —
• Vector-ICL: In-context Learning with Continuous Vector Representations (2024)
  Yufan Zhuang et al.
  —
• GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models (2024)
  M. Jehanzeb Mirza et al.
  —
• Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System (2024)
  Weize Chen et al.
  —