Key papers

• Process Reward Agents for Steering Knowledge-Intensive Reasoning (2026)
  Jiwoong Sohn et al.
  1.94
• Improving Vision-language Models with Perception-centric Process Reward Models (2026)
  Yingqian Min et al.
  1.94
• Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction (2026)
  Yuxuan Huang et al.
  1.94
• PatRe: A Full-Stage Office Action and Rebuttal Generation Benchmark for Patent Examination (2026)
  Qiyao Wang et al.
  1.94
• LeapAlign: Post-Training Flow Matching Models at Any Generation Step by Building Two-Step Trajectories (2026)
  Zhanhao Liang et al.
  1.83
• Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration (2026)
  Bowei He et al.
  1.72
• QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search (2025)
  Zongyu Lin et al.
  1.28
• mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data (2025)
  Haonan Chen et al.
  1.28
• Dyve: Thinking Fast and Slow for Dynamic Process Verification (2025)
  Jianyuan Zhong et al.
  1.28
• Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? (2025)
  Yancheng He et al.
  1.28
• VerifiAgent: a Unified Verification Agent in Language Model Reasoning (2025)
  Jiuzhou Han et al.
  1.28
• Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning (2025)
  Yibin Wang et al.
  1.28
• How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study (2025)
  Zhexin Zhang et al.
  1.28
• Value-Guided Search for Efficient Chain-of-Thought Reasoning (2025)
  Kaiwen Wang et al.
  1.28
• Native-Resolution Image Synthesis (2025)
  Zidong Wang et al.
  1.28
• LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer (2025)
  Ying Shen et al.
  1.28
• FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Models (2025)
  Zheng Chong et al.
  1.28
• Adaptive Kernel Design for Bayesian Optimization Is a Piece of CAKE with LLMs (2025)
  Richard Cornelius Suwandi et al.
  1.28
• SPARK: Stepwise Process-Aware Rewards for Reference-Free Reinforcement Learning (2025)
  Salman Rahman et al.
  1.28
• Thinking with Programming Vision: Towards a Unified View for Thinking with Images (2025)
  Zirun Guo et al.
  1.28
• TV2TV: A Unified Framework for Interleaved Language and Video Generation (2025)
  Xiaochuang Han et al.
  1.28
• Learning Unmasking Policies for Diffusion Language Models (2025)
  Metod Jazbec et al.
  1.28
• RL for Consistency Models: Faster Reward Guided Text-to-Image Generation (2024)
  Owen Oertell et al.
  —
• Qwen2-Audio Technical Report (2024)
  Yunfei Chu et al.
  —
• Mini-Omni2: Towards Open-source GPT-4o with Vision, Speech and Duplex Capabilities (2024)
  Zhifei Xie et al.
  —
• Bootstrapping Language-Guided Navigation Learning with Self-Refining Data Flywheel (2024)
  Zun Wang et al.
  —