Song, Hwanjun

1. Learning from Noisy Labels with Deep Neural Networks: A Survey
   2020/07/16 by Song, Hwanjun, Kim, Minseok, Park, Dongmin +2 · 50 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Dataset Condensation via Efficient Synthetic-Data Parameterization
   2022/05/30 by Jang-Hyun Kim, Kim, Jang-Hyun, Jinuk Kim +13 · 22 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Speech Recognition and Synthesis
3. Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective
   2021/12/13 by Steven Euijong Whang, Whang, Steven Euijong, Yuji Roh +5 · 12 citations
   Decision Sciences · Computer Science · #Data Quality and Management #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning
4. FineSurE: Fine-grained Summarization Evaluation using LLMs
   2024/07/01 by Hwanjun Song, Song, Hwanjun, Hang Su +7 · 23 citations
   Computer Science · Decision Sciences · #Topic Modeling #Natural Language Processing Techniques #Data Quality and Management
5. Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding
   2023/10/09 by Sangmin Bae, Bae, Sangmin, Jongwoo Ko +5 · 11 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
6. TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization
   2024/02/20 by Tang, Liyan, Shalyminov, Igor, Wong, Amy Wing-mei +11 · 12 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
7. Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty
   2022/02/01 by Jaehoon Oh, Oh, Jaehoon, Sungnyun Kim +9 · 3 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
8. Q-HyViT: Post-Training Quantization of Hybrid Vision Transformers with Bridge Block Reconstruction for IoT Systems
   2023/03/22 by Jemin Lee, Lee, Jemin, Yongin Kwon +8 · 3 citations
   Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies
9. MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets
   2024/03/05 by Hossein Aboutalebi, Hwanjun Song, Aboutalebi, Hossein +17 · 4 citations
   Computer Science · #Video Analysis and Summarization #Natural Language Processing Techniques #Speech and dialogue systems
10. Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries
    2022/03/29 by Bang, Jihwan, Koh, Hyunseo, Park, Seulki +3 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
11. Time Is MattEr: Temporal Self-supervision for Video Transformers
    2022/07/19 by Sukmin Yun, Yun, Sukmin, Jaehyung Kim +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 #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG)
12. Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning
    2022/10/13 by Park, Dongmin, Shin, Yooju, Bang, Jihwan +3 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
13. Prompt-Guided Transformers for End-to-End Open-Vocabulary Object Detection
    2023/03/25 by Hwanjun Song, Song, Hwanjun, Jihwan Bang +1 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
14. Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration
    2025/04/16 by Donghee Han, Hwanjun Song, Han, Donghee +3 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Mathematics, Computing, and Information Processing #Semantic Web and Ontologies
15. UniSumEval: Towards Unified, Fine-Grained, Multi-Dimensional Summarization Evaluation for LLMs
    2024/09/30 by Yuho Lee, Lee, Yuho, Taewon Yun +7 · 4 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #Mathematics, Computing, and Information Processing
16. LLM-based User Profile Management for Recommender System
    2025/02/20 by Bang, Seunghwan, Song, Hwanjun · 4 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
17. Faithful, Unfaithful or Ambiguous? Multi-Agent Debate with Initial Stance for Summary Evaluation
    2025/02/12 by Mahnaz Koupaee, Jake W. Vincent, Koupaee, Mahnaz +21 · 4 citations
    Decision Sciences · Social Sciences · #Complex Systems and Decision Making #Computation and Language (cs.CL) #Experimental Behavioral Economics Studies #FOS: Computer and information sciences
18. Toward Robustness in Multi-label Classification: A Data Augmentation Strategy against Imbalance and Noise
    2023/12/12 by Hwanjun Song, Minseok Kim, Song, Hwanjun +3 · 2 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies #Water Systems and Optimization
19. How does Early Stopping Help Generalization against Label Noise?
    2019/11/19 by Song, Hwanjun, Kim, Minseok, Park, Dongmin +1 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
20. Learning to Summarize from LLM-generated Feedback
    2024/10/17 by Hwanjun Song, Taewon Yun, Song, Hwanjun +10 · 3 citations
    Computer Science · #Advanced Computational Techniques and Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Statistical and Computational Modeling
21. ViDT: An Efficient and Effective Fully Transformer-based Object Detector
    2021/10/08 by Song, Hwanjun, Sun, Deqing, Chun, Sanghyuk +5 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
22. Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy
    2023/11/02 by Park, Dongmin, Choi, Seola, Kim, Doyoung +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
23. Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel Selection
    2024/03/06 by Jianfeng He, He, Jianfeng, Hang Su +9 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
24. Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages
    2025/05/31 by Hyangsuk Min, Yuho Lee, Min, Hyangsuk +15 · 2 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #Semantic Web and Ontologies
25. Controllable Contextualized Image Captioning: Directing the Visual Narrative through User-Defined Highlights
    2024/07/16 by Shunqi Mao, Chaoyi Zhang, Mao, Shunqi +9 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Video Analysis and Summarization
26. Learning to Verify Summary Facts with Fine-Grained LLM Feedback
    2024/12/14 by Oh, Jihwan, Choi, Jeonghwan, Kim, Nicole Hee-Yeon +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
27. ReFeed: Multi-dimensional Summarization Refinement with Reflective Reasoning on Feedback
    2025/03/27 by Yun, Taewon, Oh, Jihwan, Min, Hyangsuk +4 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences