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Honglak Lee

  1. A Definition of AGI
    2025/10/21 by Dan Hendrycks, Dawn Song, Hendrycks, Dan +65 · 28 voices · 10 citations
    Psychology · Computer Science · #Cognitive Abilities and Testing #Computability, Logic, AI Algorithms #Cognitive Computing and Networks
  2. Generative Adversarial Text to Image Synthesis
    2016/05/17 by Scott Reed, Reed, Scott, Zeynep Akata +9 · 3 voices · 67 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Handwritten Text Recognition Techniques #Multimodal Machine Learning Applications #cs.CV #cs.NE
  3. A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks
    2018/07/10 by Kibok Lee, Lee, Kimin, Honglak Lee +4 · 197 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification
  4. Learning Latent Dynamics for Planning from Pixels
    2018/11/12 by Danijar Hafner, Timothy Lillicrap, Hafner, Danijar +11 · 145 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Multimodal Machine Learning Applications
  5. Data-Efficient Hierarchical Reinforcement Learning
    2018/05/21 by Ofir Nachum, Nachum, Ofir, Shixiang Gu +5 · 61 citations
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning #Autonomous Vehicle Technology and Safety
  6. Evolving Reinforcement Learning Algorithms
    2021/01/08 by John D. Co-Reyes, Yingjie Miao, Co-Reyes, John D. +13 · 3 voices · 1 citation
    #cs.LG #cs.AI #cs.NE
  7. Process Reward Models That Think
    2025/04/23 by Muhammad Khalifa, Rishabh Agarwal, Khalifa, Muhammad +13 · 2 voices · 29 citations
    Business, Management and Accounting · #Business Process Modeling and Analysis #cs.AI #cs.CL #cs.LG
  8. Action-Conditional Video Prediction using Deep Networks in Atari Games
    2015/07/31 by Junhyuk Oh, Xiaoxiao Guo, Oh, Junhyuk +7 · 33 citations
    Computer Science · #Reinforcement Learning in Robotics #Human Pose and Action Recognition #Generative Adversarial Networks and Image Synthesis
  9. Scalable 3D Captioning with Pretrained Models
    2023/06/12 by Tiange Luo, Luo, Tiange, Chris Rockwell +5 · 27 citations
    Computer Science · Engineering · #Multimodal Machine Learning Applications #Handwritten Text Recognition Techniques #Human Motion and Animation
  10. Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples
    2017/11/25 by Kimin Lee, Honglak Lee, Lee, Kimin +5 · 15 citations
    Computer Science · Decision Sciences · Engineering · Mathematics · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  11. An efficient framework for learning sentence representations
    2018/03/07 by Lajanugen Logeswaran, Logeswaran, Lajanugen, Honglak Lee +1 · 15 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  12. Learning Deep Representations of Fine-grained Visual Descriptions
    2016/05/17 by Scott Reed, Reed, Scott, Zeynep Akata +5 · 10 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  13. Pure Transformers are Powerful Graph Learners
    2022/07/06 by Jinwoo Kim, Tien Dat Nguyen, Kim, Jinwoo +11 · 13 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Attribute2Image: Conditional Image Generation from Visual Attributes
    2015/12/02 by Xinchen Yan, Yan, Xinchen, Yang, Jimei +4 · 16 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Face recognition and analysis #Image Retrieval and Classification Techniques
  15. Learning to Unlearn: Instance-wise Unlearning for Pre-trained Classifiers
    2023/01/27 by Sungmin Cha, Sungjun Cho, Cha, Sungmin +9 · 11 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Artificial Intelligence in Healthcare and Education
  16. Lipschitz-constrained Unsupervised Skill Discovery
    2022/02/02 by Seohong Park, Jongwook Choi, Park, Seohong +7 · 8 citations
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Human Pose and Action Recognition
  17. Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense
    2024/05/07 by Siqi Shen, Lajanugen Logeswaran, Shen, Siqi +9 · 13 citations
    Computer Science · #Natural Language Processing Techniques
  18. SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning
    2022/03/18 by Jongjin Park, Park, Jongjin, Younggyo Seo +9 · 7 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Reinforcement Learning in Robotics
  19. Deep Learning for Detecting Robotic Grasps
    2013/01/16 by Ian Lenz, Honglak Lee, Lenz, Ian +3 · 4 citations
    Engineering · Computer Science · #Robot Manipulation and Learning #Hand Gesture Recognition Systems #Advanced Neural Network Applications
  20. Why Does Hierarchy (Sometimes) Work So Well in Reinforcement Learning?
    2019/09/23 by Ofir Nachum, Haoran Tang, Nachum, Ofir +9 · 6 citations
    Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Supply Chain and Inventory Management
  21. Preference Transformer: Modeling Human Preferences using Transformers for RL
    2023/03/02 by Chang‐Yeon Kim, Jongjin Park, Kim, Changyeon +9 · 7 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  22. Near-Optimal Representation Learning for Hierarchical Reinforcement\n Learning
    2018/10/02 by Ofir Nachum, Shixiang Gu, Nachum, Ofir +5 · 4 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Adaptive Dynamic Programming Control #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Zebrafish Biomedical Research Applications
  23. High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks
    2019/11/05 by Ruben Villegas, Villegas, Ruben, Arkanath Pathak +9 · 5 citations
    Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Image and Signal Denoising Methods #Image and Video Quality Assessment #Video Surveillance and Tracking Methods
  24. Predictive Information Accelerates Learning in RL
    2020/07/24 by Kuang-Huei Lee, Ian Fischer, Lee, Kuang-Huei +11 · 4 citations
    Computer Science · #Fuzzy Logic and Control Systems #Reinforcement Learning in Robotics #Intelligent Tutoring Systems and Adaptive Learning
  25. Value Prediction Network
    2017/07/11 by Junhyuk Oh, Oh, Junhyuk, Satinder Singh +3 · 8 citations
    Computer Science · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Data Stream Mining Techniques
  26. View Selection for 3D Captioning via Diffusion Ranking
    2024/04/11 by Tiange Luo, Luo, Tiange, Justin Johnson +3 · 7 citations
    Computer Science · #Multimodal Machine Learning Applications #Human Pose and Action Recognition #Natural Language Processing Techniques
  27. Probing Visual Language Priors in VLMs
    2024/12/31 by Tiange Luo, Ang Cao, Luo, Tiange +7 · 10 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Text Readability and Simplification
  28. EXAONE 3.5: Series of Large Language Models for Real-world Use Cases
    2024/12/06 by Soyoung An, Kyung‐Hoon Bae, Research, LG AI +62 · 10 citations
    Business, Management and Accounting · Computer Science · Decision Sciences · #Business Process Modeling and Analysis #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Recommender Systems and Techniques
  29. GRACE: Discriminator-Guided Chain-of-Thought Reasoning
    2023/05/24 by Muhammad Khalifa, Khalifa, Muhammad, Lajanugen Logeswaran +7 · 5 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech and dialogue systems
  30. Consistency Regularization for Generative Adversarial Networks
    2019/10/26 by Han Zhang, Zhang, Han, Zizhao Zhang +5 · 3 citations
    Computer Science · #Advanced Image Processing Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  31. UniCLIP: Unified Framework for Contrastive Language-Image Pre-training
    2022/09/27 by Janghyeon Lee, Jong‐Suk Kim, Lee, Janghyeon +11 · 4 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  32. Curve Your Attention: Mixed-Curvature Transformers for Graph Representation Learning
    2023/09/08 by Sungjun Cho, Cho, Sungjun, Seunghyuk Cho +9 · 4 citations
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification
  33. Exploring the structure of a real-time, arbitrary neural artistic\n stylization network
    2017/05/18 by Golnaz Ghiasi, Ghiasi, Golnaz, Honglak Lee +7 · 2 citations
    Neuroscience · Computer Science · #Aesthetic Perception and Analysis #Generative Adversarial Networks and Image Synthesis #Computer Graphics and Visualization Techniques
  34. Source-Aware Training Enables Knowledge Attribution in Language Models
    2024/04/01 by Muhammad Khalifa, David Wadden, Khalifa, Muhammad +11 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  35. SafeDPO: A Simple Approach to Direct Preference Optimization with Enhanced Safety
    2025/05/26 by Geon-Hyeong Kim, Yu Jin Kim, Kim, Geon-Hyeong +11 · 10 citations
    Computer Science · #Formal Methods in Verification
  36. Learning Hierarchical Semantic Image Manipulation through Structured Representations
    2018/08/22 by Seunghoon Hong, Hong, Seunghoon, Xinchen Yan +5 · 2 citations
    Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
  37. MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
    2025/04/13 by Yunxiang Zhang, Muhammad Khalifa, Zhang, Yunxiang +14 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
  38. Transferring Pre-trained Multimodal Representations with Cross-modal Similarity Matching
    2023/01/07 by Byoungjip Kim, Kim, Byoungjip, Sungik Choi +7 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  39. Auto-Intent: Automated Intent Discovery and Self-Exploration for Large Language Model Web Agents
    2024/10/29 by Jaekyeom Kim, Kim, Jaekyeom, Dong Ki Kim +7 · 4 citations
    Computer Science · #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services #Natural Language Processing Techniques
  40. Fine-grained Text Style Transfer with Diffusion-Based Language Models
    2023/05/31 by Yiwei Lyu, Tiange Luo, Lyu, Yiwei +7 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning
  41. Perspective Transformer Nets: Learning Single-View 3D Object\n Reconstruction without 3D Supervision
    2016/12/01 by Xinchen Yan, Yan, Xinchen, Yang, Jimei +6 · 1 citation
    Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
  42. Generative Adversarial Self-Imitation Learning
    2018/12/03 by Yijie Guo, Junhyuk Oh, Guo, Yijie +5 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
  43. Contingency-Aware Exploration in Reinforcement Learning
    2018/11/05 by Jongwook Choi, Yijie Guo, Choi, Jongwook +11 · 1 citation
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Evolutionary Algorithms and Applications
  44. Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning
    2020/10/23 by Guangxiang Zhu, Minghao Zhang, Zhu, Guangxiang +5 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence in Games #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  45. CompressNet: Generative Compression at Extremely Low Bitrates
    2020/06/14 by Suraj Kiran Raman, Aditya Ramesh, Raman, Suraj Kiran +9 · 1 citation
    Computer Science · #Advanced Data Compression Techniques #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  46. Text-to-Image Generation Grounded by Fine-Grained User Attention
    2020/11/07 by Jing Yu Koh, Jason Baldridge, Koh, Jing Yu +5 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications #Video Analysis and Summarization
  47. Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
    2025/05/19 by Yunseok Jang, Jang, Yunseok, Song, Yeda +12 · 4 citations
    Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Artificial Intelligence in Games #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  48. EXAONE 4.0: Unified Large Language Models Integrating Non-reasoning and Reasoning Modes
    2025/07/15 by Kyung‐Hoon Bae, Research, LG AI, Eunbi Choi +79 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
  49. OpenSRH: optimizing brain tumor surgery using intraoperative stimulated Raman histology
    2022/06/16 by Cheng Jiang, Asadur Chowdury, Jiang, Cheng +17 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Spectroscopy Techniques in Biomedical and Chemical Research #electronic engineering #information engineering
  50. Transformers meet Stochastic Block Models: Attention with Data-Adaptive Sparsity and Cost
    2022/10/27 by Sungjun Cho, Seonwoo Min, Cho, Sungjun +9 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning
  51. Towards Scalable Language-Image Pre-training for 3D Medical Imaging
    2025/05/28 by Chenhui Zhao, Zhao, Chenhui, Yiwei Lyu +15 · 3 citations
    Computer Science · Medicine · #Multimodal Machine Learning Applications #Artificial Intelligence in Healthcare and Education #Advanced Neural Network Applications
  52. Environment Generation for Zero-Shot Compositional Reinforcement Learning
    2022/01/21 by İzzeddin Gür, Gur, Izzeddin, Natasha Jaques +11 · 1 citation
    Computer Science · Engineering · #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #ICT in Developing Communities #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  53. Preemptive Solving of Future Problems: Multitask Preplay in Humans and Machines
    2025/07/08 by Wilka Carvalho, Sam Hall-McMaster, Carvalho, Wilka +5 · 3 voices · 2 citations
    Computer Science · Psychology · #Reinforcement Learning in Robotics #Social Robot Interaction and HRI #Explainable Artificial Intelligence (XAI)
  54. Projection Regret: Reducing Background Bias for Novelty Detection via Diffusion Models
    2023/12/05 by Sungik Choi, Hankook Lee, Choi, Sungik +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Economics, Econometrics and Finance · #Anomaly Detection Techniques and Applications #Cell Image Analysis Techniques #Complex Systems and Time Series Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  55. MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows
    2024/06/10 by Xingjian Zhang, Zhang, Xingjian, Yutong Xie +19 · 1 citation
    Decision Sciences · Computer Science · #Scientific Computing and Data Management #Research Data Management Practices
  56. If You Can't Use Them, Recycle Them: Optimizing Merging at Scale Mitigates Performance Tradeoffs
    2024/12/05 by Muhammad Khalifa, Khalifa, Muhammad, Tan, Yi-Chern +14 · 1 citation
    Business, Management and Accounting · #Innovation and Knowledge Management
  57. KL Penalty Control via Perturbation for Direct Preference Optimization
    2025/02/18 by Sang‐Kyu Lee, Lee, Sangkyu, Han, Janghoon +7 · 1 citation
    Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)