Kangwook Lee
- DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models
2023/05/25 by Ying Fan, Fan, Ying, Olivia Watkins +17 · 98 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data
2024/06/27 by Zheyang Xiong, Xiong, Zheyang, Vasilis Papageorgiou +5 · 1 voice · 4 citations
Computer Science · #Natural Language Processing Techniques #Semantic Web and Ontologies #cs.AI #cs.CL #cs.LG
- Attack of the Tails: Yes, You Really Can Backdoor Federated Learning
2020/07/09 by Hongyi Wang, Kartik K. Sreenivasan, Wang, Hongyi +13 · 29 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Teaching Arithmetic to Small Transformers
2023/07/07 by Nayoung Lee, Lee, Nayoung, Kartik Sreenivasan +8 · 1 voice · 12 citations
Computer Science · #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling #cs.LG
- Looped Transformers as Programmable Computers
2023/01/30 by Angeliki Giannou, Giannou, Angeliki, Shashank Rajput +9 · 34 citations
Computer Science · Engineering · #Parallel Computing and Optimization Techniques #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing
- Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges
2025/02/03 by Nayoung Lee, Ziyang Cai, Lee, Nayoung +7 · 3 voices · 12 citations
Computer Science · #Neural Networks and Applications #Neural Networks and Reservoir Computing
- LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks
2022/06/14 by Tuan Dinh, Dinh, Tuan, Yuchen Zeng +15 · 18 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Looped Transformers are Better at Learning Learning Algorithms
2023/11/21 by Yang Liu, Yang, Liu, Kangwook Lee +5 · 24 citations
Computer Science · #Machine Learning and Data Classification #Music and Audio Processing #Data Stream Mining Techniques
- Looped Transformers for Length Generalization
2024/09/24 by Ying Fan, Fan, Ying, Yilun Du +5 · 17 citations
Computer Science · #Neural Networks and Applications
- Dual Operating Modes of In-Context Learning
2024/02/29 by Ziqian Lin, Kangwook Lee, Lin, Ziqian +1 · 9 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
- Image Clustering Conditioned on Text Criteria
2023/10/27 by Sehyun Kwon, Jaeseung Park, Kwon, Sehyun +9 · 7 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
- VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data
2025/02/10 by Thomas Zeng, Zeng, Thomas, Shuibai Zhang +27 · 15 citations
Business, Management and Accounting · #Business Process Modeling and Analysis
- Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance
2024/10/29 by Dongmin Park, Park, Dongmin, Sebin Kim +9 · 11 citations
Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Nuclear reactor physics and engineering
- Task Vectors in In-Context Learning: Emergence, Formation, and Benefit
2025/01/16 by Liu Yang, Yang Liu, Yang, Liu +8 · 1 voice · 9 citations
Computer Science · #Online Learning and Analytics #Reinforcement Learning in Robotics #cs.LG
- SAFFRON: A Fast, Efficient, and Robust Framework for Group Testing based\n on Sparse-Graph Codes
2015/08/18 by Kangwook Lee, Ramtin Pedarsani, Lee, Kangwook +3 · 2 citations
Immunology and Microbiology · Medicine · #FOS: Computer and information sciences #HIV Research and Treatment #HIV/AIDS drug development and treatment #Information Theory (cs.IT) #SARS-CoV-2 detection and testing
- FR-Train: A Mutual Information-Based Approach to Fair and Robust Training
2020/02/24 by Yuji Roh, Kangwook Lee, Roh, Yuji +5 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Search Problems #Reinforcement Learning in Robotics
- Multi-Bin Batching for Increasing LLM Inference Throughput
2024/12/03 by Ozgur Guldogan, Guldogan, Ozgur, Jackson Kunde +5 · 5 citations
Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Scientific Computing and Data Management #Digital Rights Management and Security
- Meta-Harness: End-to-End Optimization of Model Harnesses
2026/03/30 by Yoonho Lee, Roshen Nair, Qizheng Zhang +3 · 4 voices · 1 citation
Computer Science · #cs.AI
- Everything Everywhere All at Once: LLMs can In-Context Learn Multiple Tasks in Superposition
2024/10/08 by Zheyang Xiong, Xiong, Zheyang, John Cooper +24 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Parameter-Efficient Fine-Tuning of State Space Models
2024/10/11 by Kevin Galim, Galim, Kevin, Won Jun Kang +7 · 3 citations
Computer Science · Engineering · #Computation and Language (cs.CL) #Control Systems and Identification #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Neural Networks and Applications
- How to Correctly Report LLM-as-a-Judge Evaluations
2025/11/26 by C.H. Lee, Chungpa Lee, Lee, Chungpa +8 · 3 voices · 2 citations
Computer Science · Mathematics · #Applications (stat.AP) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Sentiment Analysis and Opinion Mining #Topic Modeling #cs.CL #cs.LG #stat.AP #stat.ML
- ENTP: Encoder-only Next Token Prediction
2024/10/02 by Ethan Ewer, Daewon Chae, Ewer, Ethan +7 · 1 voice · 2 citations
Computer Science · #cs.LG #cs.CL
- Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers
2026/06/30 by Ying Fan, Anej Svete, Kangwook Lee · 1 voice
Computer Science · #cs.LG #cs.CL
- Rare Gems: Finding Lottery Tickets at Initialization
2022/02/24 by Kartik K. Sreenivasan, Sreenivasan, Kartik, Jy-yong Sohn +14 · 1 citation
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Stochastic Gradient Optimization Techniques
- Improving Fair Training under Correlation Shifts
2023/02/05 by Yuji Roh, Kangwook Lee, Roh, Yuji +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Can MLLMs Perform Text-to-Image In-Context Learning?
2024/02/02 by Yuchen Zeng, Zeng, Yuchen, Won Jun Kang +7 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs
2025/10/06 by Won Jun Kang, Kevin Galim, Kang, Wonjun +18 · 5 citations
Materials Science · #Copper Interconnects and Reliability #FOS: Computer and information sciences #Machine Learning (cs.LG)