Shunyu Liu

VeriWeb: Verifiable Long-Chain Web Benchmark for Agentic Information-Seeking

Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Incentivizing LLM Reasoning via Reinforcement Learning with Functional Monte Carlo Tree Search

A Simple "Motivation" Can Enhance Reinforcement Finetuning of Large Reasoning Models

Intra-Trajectory Consistency for Reward Modeling

BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding

SeRL: Self-play Reinforcement Learning for Large Language Models with Limited Data

VORTA: Efficient Video Diffusion via Routing Sparse Attention

Tree of Preferences for Diversified Recommendation

Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning

From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks

Odyssey: Empowering Minecraft Agents with Open-World Skills