PPaperPicks

Honglak Lee

University of Michigan, Ann Arbor, USA

31 papers at tracked venues · 21 at CORE A* · active 2024–2026

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Venues

AAAI ×4ACL ×4CVPR ×4EMNLP ×4NeurIPS ×4NAACL ×3EACL ×2ICML ×2ECCV ×1ICCV ×1ICLR ×1SIGKDD ×1

Frequent coauthors

Moontae Lee
×11
Lajanugen Logeswaran
×10
Sungryull Sohn
×7
Jaekyeom Kim
×6
Youngsoo Jang
×4
Stanley Jungkyu Choi
×4
Tiange Luo
×4
Dong-Ki Kim
×4
Kyunghoon Bae
×4
Yao Fu
×3
Yu Jin Kim
×3
Geon-Hyeong Kim
×3

Papers

  1. Beyond Blind Following: Evaluating Robustness of LLM Agents under Imperfect Guidance
    EACL 2026 ·
    Yao Fu
    ,
    Ran Qiu
    ,
    Xinhe Wang
    ,
    Jacob Sansom
    ,
    Sathvika Ayyappa Prabhu
    ,
    Huijie Tang
    ,
    Jaekyeom Kim
    ,
    Sungryull Sohn
    , Honglak Lee
  2. IRPO: Implicit Policy Regularized Preference Optimization
    EACL 2026 ·
    Youngsoo Jang
    ,
    Yu Jin Kim
    ,
    Geon-Hyeong Kim
    , Honglak Lee,
    Moontae Lee
  3. 3D Denoisers Are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation
    AAAI 2025 ·
    Sungjun Cho
    ,
    Dae-Woong Jeong
    ,
    Sung Moon Ko
    ,
    Jinwoo Kim
    ,
    Sehui Han
    ,
    Seunghoon Hong
    , Honglak Lee,
    Moontae Lee
  4. Active Test-time Vision-Language Navigation
    NeurIPS 2025 ·
    Heeju Ko
    ,
    Sung June Kim
    ,
    Gyeongrok Oh
    ,
    Jeongyoon Yoon
    , Honglak Lee,
    Sujin Jang
    ,
    Seungryong Kim
    ,
    Sangpil Kim
  5. Interactive and Expressive Code-Augmented Planning with Large Language Models
    ACL 2025 ·
    Anthony Zhe Liu
    ,
    Xinhe Wang
    ,
    Jacob Sansom
    ,
    Yao Fu
    ,
    Jongwook Choi
    ,
    Sungryull Sohn
    ,
    Jaekyeom Kim
    , Honglak Lee
  6. KL Penalty Control via Perturbation for Direct Preference Optimization
    NeurIPS 2025 ·
    Sangkyu Lee
    ,
    Janghoon Han
    ,
    Hosung Song
    ,
    Stanley Jungkyu Choi
    , Honglak Lee,
    Youngjae Yu
  7. MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows
    NAACL 2025 ·
    Xingjian Zhang
    ,
    Yutong Xie
    ,
    Jin Huang
    ,
    Jinge Ma
    ,
    Zhaoying Pan
    ,
    Qijia Liu
    ,
    Ziyang Xiong
    ,
    Tolga Ergen
    ,
    Dongsub Shim
    , Honglak Lee,
    Qiaozhu Mei
  8. MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
    NeurIPS 2025 ·
    Yunxiang Zhang
    ,
    Muhammad Khalifa
    ,
    Shitanshu Bhushan
    ,
    Grant D. Murphy
    ,
    Lajanugen Logeswaran
    ,
    Jaekyeom Kim
    ,
    Moontae Lee
    , Honglak Lee,
    Lu Wang
  9. MapExplorer: New Content Generation from Low-Dimensional Visualizations
    SIGKDD 2025 ·
    Xingjian Zhang
    ,
    Ziyang Xiong
    ,
    Shixuan Liu
    ,
    Yutong Xie
    ,
    Tolga Ergen
    ,
    Dongsub Shim
    ,
    Hua Xu
    , Honglak Lee,
    Qiaozhu Mei
  10. Probing Visual Language Priors in VLMs
    ICML 2025 ·
    Tiange Luo
    ,
    Ang Cao
    ,
    Gunhee Lee
    ,
    Justin Johnson
    , Honglak Lee
  11. Revisiting LLM Value Probing Strategies: Are They Robust and Expressive?
    EMNLP 2025 ·
    Siqi Shen
    ,
    Mehar Singh
    ,
    Lajanugen Logeswaran
    ,
    Moontae Lee
    , Honglak Lee,
    Rada Mihalcea
  12. Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
    CVPR 2025 ·
    Yunseok Jang
    ,
    Yeda Song
    ,
    Sungryull Sohn
    ,
    Lajanugen Logeswaran
    ,
    Tiange Luo
    ,
    Dong-Ki Kim
    ,
    Kyunghoon Bae
    , Honglak Lee
  13. Step-Calibrated Diffusion for Biomedical Optical Image Restoration
    AAAI 2025 ·
    Yiwei Lyu
    ,
    Sung Jik Cha
    ,
    Cheng Jiang
    ,
    Asadur Zaman Chowdury
    ,
    Xinhai Hou
    ,
    Edward S. Harake
    ,
    Akhil Kondepudi
    ,
    Christian W. Freudiger
    , Honglak Lee,
    Todd C. Hollon
  14. Subtask-Aware Visual Reward Learning from Segmented Demonstrations
    ICLR 2025 ·
    Changyeon Kim
    ,
    Minho Heo
    ,
    Doohyun Lee
    , Honglak Lee,
    Jinwoo Shin
    ,
    Joseph J. Lim
    ,
    Kimin Lee
  15. Visual Test-Time Scaling for GUI Agent Grounding
    ICCV 2025 ·
    Tiange Luo
    ,
    Lajanugen Logeswaran
    ,
    Justin Johnson
    , Honglak Lee
  16. Auto-Intent: Automated Intent Discovery and Self-Exploration for Large Language Model Web Agents
    EMNLP 2024 ·
    Jaekyeom Kim
    ,
    Dong-Ki Kim
    ,
    Lajanugen Logeswaran
    ,
    Sungryull Sohn
    , Honglak Lee
  17. AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents
    NeurIPS 2024 ·
    Yao Fu
    ,
    Dong-Ki Kim
    ,
    Jaekyeom Kim
    ,
    Sungryull Sohn
    ,
    Lajanugen Logeswaran
    ,
    Kyunghoon Bae
    , Honglak Lee
  18. Code Models are Zero-shot Precondition Reasoners
    NAACL 2024 ·
    Lajanugen Logeswaran
    ,
    Sungryull Sohn
    ,
    Yiwei Lyu
    ,
    Anthony Z. Liu
    ,
    Dong-Ki Kim
    ,
    Dongsub Shim
    ,
    Moontae Lee
    , Honglak Lee
  19. Deep Exploration of Cross-Lingual Zero-Shot Generalization in Instruction Tuning
    ACL 2024 ·
    Janghoon Han
    ,
    Changho Lee
    ,
    Joongbo Shin
    ,
    Stanley Jungkyu Choi
    , Honglak Lee,
    Kyunghoon Bae
  20. Degeneration-free Policy Optimization: RL Fine-Tuning for Language Models without Degeneration
    ICML 2024 ·
    Youngsoo Jang
    ,
    Geon-Hyeong Kim
    ,
    Byoungjip Kim
    ,
    Yu Jin Kim
    , Honglak Lee,
    Moontae Lee
  21. Instruction Matters: A Simple yet Effective Task Selection for Optimized Instruction Tuning of Specific Tasks
    EMNLP 2024 ·
    Changho Lee
    ,
    Janghoon Han
    ,
    Seonghyeon Ye
    ,
    Stanley Jungkyu Choi
    , Honglak Lee,
    Kyunghoon Bae
  22. Learning to Unlearn: Instance-Wise Unlearning for Pre-trained Classifiers
    AAAI 2024 ·
    Sungmin Cha
    ,
    Sungjun Cho
    ,
    Dasol Hwang
    , Honglak Lee,
    Taesup Moon
    ,
    Moontae Lee
  23. Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination
    ACL 2024 ·
    Nakyeong Yang
    ,
    Taegwan Kang
    ,
    Stanley Jungkyu Choi
    , Honglak Lee,
    Kyomin Jung
  24. NICE: CVPR 2023 Challenge on Zero-shot Image Captioning
    CVPR 2024 ·
    Taehoon Kim
    ,
    Pyunghwan Ahn
    ,
    Sangyun Kim
    ,
    Sihaeng Lee
    ,
    Mark Marsden
    ,
    Alessandra Sala
    ,
    Seung Hwan Kim
    ,
    Bohyung Han
    ,
    Kyoung Mu Lee
    , Honglak Lee,
    Kyounghoon Bae
    ,
    Xiangyu Wu
    ,
    Yi Gao
    ,
    Hailiang Zhang
    ,
    Yang Yang
    ,
    Weili Guo
    ,
    Jianfeng Lu
    ,
    Youngtaek Oh
    ,
    Jae-Won Cho
    ,
    Dong-Jin Kim
    ,
    In So Kweon
    ,
    Junmo Kim
    ,
    Wooyoung Kang
    ,
    Won Young Jhoo
    ,
    Byungseok Roh
    ,
    Jonghwan Mun
    ,
    Solgil Oh
    ,
    Kenan Emir Ak
    ,
    Gwang-Gook Lee
    ,
    Yan Xu
    ,
    Mingwei Shen
    ,
    Kyomin Hwang
    ,
    Wonsik Shin
    ,
    Kamin Lee
    ,
    Wonhark Park
    ,
    Dongkwan Lee
    ,
    Nojun Kwak
    ,
    Yujin Wang
    ,
    Yimu Wang
    ,
    Tiancheng Gu
    ,
    Xingchang Lv
    ,
    Mingmao Sun
  25. Prospector: Improving LLM Agents with Self-Asking and Trajectory Ranking
    EMNLP 2024 ·
    Byoungjip Kim
    ,
    Youngsoo Jang
    ,
    Lajanugen Logeswaran
    ,
    Geon-Hyeong Kim
    ,
    Yu Jin Kim
    , Honglak Lee,
    Moontae Lee
  26. Show, Think, and Tell: Thought-Augmented Fine-Tuning of Large Language Models for Video Captioning
    CVPR 2024 ·
    Byoungjip Kim
    ,
    Dasol Hwang
    ,
    Sungjun Cho
    ,
    Youngsoo Jang
    , Honglak Lee,
    Moontae Lee
  27. Small Language Models Need Strong Verifiers to Self-Correct Reasoning
    ACL 2024 ·
    Yunxiang Zhang
    ,
    Muhammad Khalifa
    ,
    Lajanugen Logeswaran
    ,
    Jaekyeom Kim
    ,
    Moontae Lee
    , Honglak Lee,
    Lu Wang
  28. Super-resolution of biomedical volumes with 2D supervision
    CVPR 2024 ·
    Cheng Jiang
    ,
    Alexander Gedeon
    ,
    Yiwei Lyu
    ,
    Eric Landgraf
    ,
    Yufeng Zhang
    ,
    Xinhai Hou
    ,
    Akhil Kondepudi
    ,
    Asadur Chowdury
    , Honglak Lee,
    Todd C. Hollon
  29. Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense
    NAACL 2024 ·
    Siqi Shen
    ,
    Lajanugen Logeswaran
    ,
    Moontae Lee
    , Honglak Lee,
    Soujanya Poria
    ,
    Rada Mihalcea
  30. Unsupervised Object Interaction Learning with Counterfactual Dynamics Models
    AAAI 2024 ·
    Jongwook Choi
    ,
    Sungtae Lee
    ,
    Xinyu Wang
    ,
    Sungryull Sohn
    , Honglak Lee
  31. View Selection for 3D Captioning via Diffusion Ranking
    ECCV 2024 ·
    Tiange Luo
    ,
    Justin Johnson
    , Honglak Lee