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Seungjae Shin

  1. Refine Myself by Teaching Myself: Feature Refinement via Self-Knowledge Distillation
    2021/03/15 by Mingi Ji, Ji, Mingi, Seungjae Shin +7 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  2. ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised\n Learning
    2021/10/20 by Hyuck Lee, Seungjae Shin, Lee, Hyuck +3 · 4 citations
    Computer Science · #Imbalanced Data Classification Techniques #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
  3. Loss-Curvature Matching for Dataset Selection and Condensation
    2023/03/08 by Seungjae Shin, Shin, Seungjae, Heesun Bae +7 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Neural Networks and Applications
  4. Frequency Domain-based Dataset Distillation
    2023/11/15 by Donghyeok Shin, Seungjae Shin, Shin, Donghyeok +3 · 6 citations
    Biochemistry, Genetics and Molecular Biology · #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Generalized Gumbel-Softmax Gradient Estimator for Generic Discrete Random Variables
    2020/03/04 by Weonyoung Joo, Dongjun Kim, Joo, Weonyoung +5 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
  6. From Noisy Prediction to True Label: Noisy Prediction Calibration via Generative Model
    2022/05/02 by HeeSun Bae, Seungjae Shin, Bae, HeeSun +9 · 2 citations
    Computer Science · #Anomaly Detection Techniques and 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 #Statistical and Computational Modeling
  7. Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior
    2024/01/09 by Young‐Jae Cho, HeeSun Bae, Cho, Youngjae +9 · 3 citations
    Computer Science · #Advanced Neural Network Applications #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  8. Dirichlet-based Per-Sample Weighting by Transition Matrix for Noisy Label Learning
    2024/03/05 by HeeSun Bae, Seungjae Shin, Bae, HeeSun +5 · 2 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Rough Sets and Fuzzy Logic #Text and Document Classification Technologies
  9. Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder
    2020/11/24 by Hyemi Kim, Kim, Hyemi, Seungjae Shin +11 · 1 citation
    Computer Science · Neuroscience · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Psychology of Moral and Emotional Judgment
  10. Unifying Block-wise PTQ and Distillation-based QAT for Progressive Quantization toward 2-bit Instruction-Tuned LLMs
    2025/06/10 by Jung Hyun Lee, Seungjae Shin, Lee, Jung Hyun +7 · 3 citations
    Computer Science · #Advanced Data Compression Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis
  11. Unknown Domain Inconsistency Minimization for Domain Generalization
    2024/03/12 by Seungjae Shin, Shin, Seungjae, HeeSun Bae +7 · 1 citation
    Engineering · Medicine · #FOS: Computer and information sciences #Image Processing Techniques and Applications #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications
  12. Neutralizing Gender Bias in Word Embedding with Latent Disentanglement and Counterfactual Generation
    2020/04/07 by Seungjae Shin, Kyungwoo Song, Shin, Seungjae +9 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling