Minghui Liu

VeriGate: Verifier-Gated Step-Level Supervision for GRPO

Aakriti Agrawal*, Minghui Liu*, Furong Huang

Preprint under peer review at NeurIPS, 2026

• Reasoning
• Reinforcement Learning

Scheduling Thoughts: Learning the Order of Thought in Diffusion Language Models

Jiawei Xu, Minghui Liu, Aakriti Agrawal, Yifan Chen, Furong Huang

ICML (Poster), 2026

• Diffusion
• Reasoning

SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?

Sy-Tuyen Ho, Minghui Liu, Huy Nghiem, Furong Huang

Preprint under peer review at COLM, 2026

• Evaluation
• Reasoning

Agentic Critical Training

Weize Liu, Minghui Liu, Sy-Tuyen Ho, Souradip Chakraborty, Xiyao Wang, Furong Huang

Preprint under peer review at COLM 2026

• Reasoning
• Agent
• Reinforcement Learning

Ladders of Thought: A Self-Evolving Curriculum of Progressively Simplified Reasoning Traces

Minghui Liu, Thomas Magelinski, Dehao Yuan, Qi Yu, Furong Huang

arXiv, 2025

• LLM Reasoning

MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning

Zikui Cai, Andrew Wang, Anirudh Satheesh, Ankit Nakhawa, Hyunwoo Jae, Keenan Powell, Minghui Liu, Neel Jay, Sungbin Oh, Xiyao Wang, Yongyuan Liang, Tom Goldstein, Furong Huang

arXiv, 2025

• Multimodal Reasoning

Hold Onto That Thought: Assessing KV Cache Compression On Reasoning

Minghui Liu, Tahseen Rabbani, Aadi Palnitkar, Kyle Rui Sang, Hyunwoo Jae, Dixi Yao, Shayan Shabihi, Fuheng Zhao, Tian Li, Ce Zhang, Kunpeng Zhang, Furong Huang

NeurIPS Efficient Reasoning Workshop, 2025

• Efficient LLM

Learning Normal Flow Directly From Events

Dehao Yuan, Levi Burner, Jiayi Wu, Minghui Liu, Jingxi Chen, Yiannis Aloimonos, Cornelia Fermüller

ICCV, 2025

• Computer Vision

HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing

Minghui Liu*, Tahseen Rabbani*, Tony O'Halloran, Ananth Sankaralingam, Mary-Anne Hartley, Furong Huang, Cornelia Fermüller, Yiannis Aloimonos

arXiv, 2024

• Efficient LLM