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Honglak Lee

Full Professor, University of Michigan - Ann Arbor

3 papers at NeurIPS 2025

Homepage· OpenReview· Semantic Scholar· Google Scholar

Poster Session 1

1 paper
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Active Test-time Vision-Language Navigation
#2211 · Heeju Ko, Sungjune Kim, Gyeongrok Oh, Jeongyoon Yoon, Honglak Lee, Sujin Jang, Seungryong Kim, Sangpil Kim

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
KL Penalty Control via Perturbation for Direct Preference Optimization
#404 · Sangkyu Lee, Janghoon Han, Hosung Song, Stanley Jungkyu Choi, Honglak Lee, Youngjae Yu

Instance-level adaptive KL penalty control method for Direct Preference Optimization

Poster Session 3

1 paper
Thursday, December 4, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
#1910 · Yunxiang Zhang, Muhammad Khalifa, Shitanshu Bhushan, Grant D Murphy, Lajanugen Logeswaran, Jaekyeom Kim, Moontae Lee, Honglak Lee, Lu Wang

We present MLRC-Bench, a dynamic benchmark designed to rigorously assess how well language agents address ML research challenges with objective, performance-based evaluations.