Key papers

• MentalThink: Shaping Thoughts in Mental SVG World (2026)
  Kangheng Lin et al.
  2.00
• Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs (2026)
  Sandeep Mishra et al.
  1.94
• InfoPO: Information-Driven Policy Optimization for User-Centric Agents (2026)
  Fanqi Kong et al.
  1.94
• ProRL Agent: Rollout-as-a-Service for RL Training of Multi-Turn LLM Agents (2026)
  Hao Zhang et al.
  1.94
• StepPO: Step-Aligned Policy Optimization for Agentic Reinforcement Learning (2026)
  Daoyu Wang et al.
  1.94
• PatRe: A Full-Stage Office Action and Rebuttal Generation Benchmark for Patent Examination (2026)
  Qiyao Wang et al.
  1.94
• Orchard: An Open-Source Agentic Modeling Framework (2026)
  Baolin Peng et al.
  1.94
• APPO: Agentic Procedural Policy Optimization (2026)
  Xucong Wang et al.
  1.94
• SWE-INTERACT: Reimagining SWE Benchmarks as User-Driven Long-Horizon Coding Sessions (2026)
  Mohit Raghavendra et al.
  1.94
• DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization (2026)
  Jian Mu et al.
  1.89
• TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios (2026)
  Yuanzhe Shen et al.
  1.72
• Dr. Kernel: Reinforcement Learning Done Right for Triton Kernel Generations (2026)
  Wei Liu et al.
  1.72
• User-Oriented Multi-Turn Dialogue Generation with Tool Use at scale (2026)
  Jungho Cho et al.
  1.67
• Can a Single Model Master Both Multi-turn Conversations and Tool Use? CALM: A Unified Conversational Agentic Language Model (2025)
  Emre Can Acikgoz et al.
  1.28
• Iterative Value Function Optimization for Guided Decoding (2025)
  Zhenhua Liu et al.
  1.28
• Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning (2025)
  Jiazheng Liu et al.
  1.28
• CoSTAast: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing (2025)
  Advait Gupta et al.
  1.28
• APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay (2025)
  Akshara Prabhakar et al.
  1.28
• X-Teaming: Multi-Turn Jailbreaks and Defenses with Adaptive Multi-Agents (2025)
  Salman Rahman et al.
  1.28
• ImgEdit: A Unified Image Editing Dataset and Benchmark (2025)
  Yang Ye et al.
  1.28
• Agentic Reinforced Policy Optimization (2025)
  Guanting Dong et al.
  1.28
• Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory (2025)
  Lin Long et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang et al.
  1.28
• VoiceAssistant-Eval: Benchmarking AI Assistants across Listening, Speaking, and Viewing (2025)
  Ke Wang et al.
  1.28
• Search Self-play: Pushing the Frontier of Agent Capability without Supervision (2025)
  Hongliang Lu et al.
  1.28
• UI2Code^N: A Visual Language Model for Test-Time Scalable Interactive UI-to-Code Generation (2025)
  Zhen Yang et al.
  1.28
• SAGE: Training Smart Any-Horizon Agents for Long Video Reasoning with Reinforcement Learning (2025)
  Jitesh Jain et al.
  1.28
• DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs (2023)
  Youwei Liang et al.
  —
• TextBind: Multi-turn Interleaved Multimodal Instruction-following (2023)
  Huayang Li et al.
  —
• PPTC Benchmark: Evaluating Large Language Models for PowerPoint Task Completion (2023)
  Yiduo Guo et al.
  —
• Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models (2023)
  Yunfei Chu et al.
  —
• MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs (2024)
  Ziyu Liu et al.
  —
• Building Math Agents with Multi-Turn Iterative Preference Learning (2024)
  Wei Xiong et al.
  —