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Choi, Jungwook

  1. PACT: Parameterized Clipping Activation for Quantized Neural Networks
    2018/05/16 by Choi, Jungwook, Wang, Zhuo, Venkataramani, Swagath +3 · 45 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  2. Training Deep Neural Networks with 8-bit Floating Point Numbers
    2018/12/19 by Naigang Wang, Wang, Naigang, Jungwook Choi +7 · 39 citations
    Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
  3. NN-LUT: Neural Approximation of Non-Linear Operations for Efficient Transformer Inference
    2021/12/03 by Joonsang Yu, Yu, Joonsang, Junki Park +11 · 9 citations
    Computer Science · Materials Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Magnetic Properties and Applications #Neural Networks and Applications
  4. Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks
    2020/09/30 by Boo, Yoonho, Shin, Sungho, Choi, Jungwook +1 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  5. InfiniPot: Infinite Context Processing on Memory-Constrained LLMs
    2024/10/02 by Min‐Soo Kim, Kyuhong Shim, Kim, Minsoo +5 · 10 citations
    Computer Science · #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
  6. Bridging the Accuracy Gap for 2-bit Quantized Neural Networks (QNN)
    2018/07/17 by Choi, Jungwook, Chuang, Pierce I-Jen, Wang, Zhuo +3 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  7. Token-Scaled Logit Distillation for Ternary Weight Generative Language Models
    2023/08/13 by Minsoo Kim, Kim, Minsoo, Si-Hwa Lee +11 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  8. Quantization-Aware Imitation-Learning for Resource-Efficient Robotic Control
    2024/12/02 by Seongmin Park, Hyungmin Kim, Park, Seongmin +11 · 8 citations
    Computer Science · Engineering · #Advanced Vision and Imaging #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  9. AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference
    2024/11/15 by Lee, Janghwan, Park, Jiwoong, Kim, Jinseok +4 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  10. Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization
    2023/11/09 by Lee, Janghwan, Kim, Minsoo, Baek, Seungcheol +3 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  11. Understanding and Improving Knowledge Distillation for Quantization-Aware Training of Large Transformer Encoders
    2022/11/20 by Minsoo Kim, Si-Hwa Lee, Kim, Minsoo +7 · 2 citations
    Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Model Reduction and Neural Networks #Neural Networks and Applications
  12. Improving Conversational Abilities of Quantized Large Language Models via Direct Preference Alignment
    2024/07/03 by Janghwan Lee, Seongmin Park, Lee, Janghwan +9 · 3 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech and dialogue systems
  13. AdaComp : Adaptive Residual Gradient Compression for Data-Parallel Distributed Training
    2017/12/07 by Chen, Chia-Yu, Choi, Jungwook, Brand, Daniel +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  14. InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding
    2025/06/18 by Min‐Soo Kim, Kim, Minsoo, Kyuhong Shim +4 · 7 citations
    Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Human Pose and Action Recognition
  15. RILQ: Rank-Insensitive LoRA-based Quantization Error Compensation for Boosting 2-bit Large Language Model Accuracy
    2024/12/02 by Geonho Lee, Janghwan Lee, Lee, Geonho +11 · 1 voice · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.LG
  16. Layer-wise Pruning of Transformer Attention Heads for Efficient Language\n Modeling
    2021/10/07 by Kyuhong Shim, Iksoo Choi, Shim, Kyuhong +5 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  17. SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving
    2023/05/12 by Minjae Lee, Lee, Minjae, Seongmin Park +14 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #Robotics and Sensor-Based Localization #Visual Attention and Saliency Detection
  18. PIMphony: Overcoming Bandwidth and Capacity Inefficiency in PIM-based Long-Context LLM Inference System
    2024/12/28 by Kyungmo Koo, Kwon, Hyucksung, Koo, Kyungmo +39 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #semigroups and automata theory
  19. Saliency-Aware Quantized Imitation Learning for Efficient Robotic Control
    2025/05/21 by Park, Seongmin, Kim, Hyungmin, Kim, Sangwoo +5 · 2 citations
    #FOS: Computer and information sciences #Robotics (cs.RO)