SB
Sungyong Baik
cs.CVcs.AIcs.LGeess.IVAlgorithmsNeural Networks, Computerstat.ML
On Valency
published · living versionsW_ug8k2kyc·v1 · currentpublished
Fault-Free Profiles and Decision-Level Training for Root Cause Analysis via Small Language Models
with Kyoohyun Lee, Woohyeok Park, Taeyoon Kim, Kyungyong Lee
1 version
Preprints & journals
33 papers in the corpus · 2019–2026sRGB Real Noise Modeling via Noise-Aware Sampling with Normalizing Flows2608.29038v1 · Dongjin Kim, Donggoo Jung, Sungyong Baik et al.2026 · 0 citationsarXiv
Text-to-seed generation: Training-free open-vocabulary seeded semantic segmentation via re-purposing diffusion as text-guided seed generator2608.26624v1 · Kumju Jo, Heesun Jung, Sungyong Baik2026 · 0 citationsarXiv
Structured Frequency-Domain Evidence for LLM-Based Time-Series Anomaly Detection2608.24113v1 · Jungwook Seo, Sangwon Son, Minjeong Kim et al.2026 · 0 citationsarXiv
Decoupled Guidance: Disentangling Subject and Context Pathways in Text-to-Image Personalization2607.00766v2 · Seongmin Kim, Kyucheol Shin, Heesun Jung et al.2026 · 0 citationsarXiv
Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization2607.00817v1 · Dain Kim, Jinseo Kim, Sungyong Baik2026 · 0 citationsarXiv
Learning to Recover Task Experts from a Multi-Task Merged Model2606.26902v2 · Jinwook Jung, Taegyu Kim, Kumju Jo et al.2026 · 1 citationarXiv
Training-free Task Classification for Multi-Task Model Merging2606.22589v2 · Jungyong Son, Jinwook Jung, Sungyong Baik2026 · 0 citationsarXiv
SDS-LoRA: Overcoming Anisotropic Gradient Scaling in Low-Rank Adaptation2606.16454v3 · Junghun Oh, Sungyong Baik, Kyoung Mu Lee2026 · 0 citationsarXiv
Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization2605.28428v1 · Jungwook Seo, Minjeong Kim, Younkwan Lee et al.2026 · 0 citationsarXiv
Bilinear Coordinate Alignment for Training-Free Task-Vector Transfer2605.28444v1 · Jungyong Son, Jinwook Jung, Minhee Park et al.2026 · 0 citationsarXiv
BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers2605.28450v1 · Jungwook Seo, Yoonsik Park, Changmin Lee et al.2026 · 0 citationsarXiv
EGLOCE: Training-Free Energy-Guided Latent Optimization for Concept Erasure2604.09405v1 · Junyeong Ahn, Seojin Yoon, Sungyong Baik2026 · 0 citationsarXiv
SeeDiff: Off-the-Shelf Seeded Mask Generation from Diffusion Models2507.19808v2 · Joon Hyun Park, Kumju Jo, Sungyong Baik2025 · 0 citationsarXiv
Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning2504.14662v1 · Yeoreum Lee, Jinwook Jung, Sungyong Baik2025 · 0 citationsarXiv
Find A Winning Sign: Sign Is All We Need to Win the Lottery2504.05357v1 · Junghun Oh, Sungyong Baik, Kyoung Mu Lee2025 · 0 citationsarXiv
LAN: Learning to Adapt Noise for Image Denoising2412.10651v1 · Changjin Kim, Tae Hyun Kim, Sungyong Baik2024 · 20 citationsarXiv
Deep Variational Bayesian Modeling of Haze Degradation Process2412.03745v1 · Eun Woo Im, Junsung Shin, Sungyong Baik et al.2024 · 2 citationsIn Proceedings of the 32nd ACM International Conference on Information and Knowledge Management 2023 Oct 21 (pp. 895-904)
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning2410.05627v1 · Junghun Oh, Sungyong Baik, Kyoung Mu Lee2024 · 16 citationsarXiv
CoAPT: Context Attribute words for Prompt Tuning2407.13808v1 · Gun Lee, Subin An, Sungyong Baik et al.2024 · 7 citationsarXiv
Learning to Learn Task-Adaptive Hyperparameters for Few-Shot Learning.37030677 · Baik, Sungyong, Choi, Myungsub, Choi, Janghoon et al.2024 · 60 citationsIEEE transactions on pattern analysis and machine intelligence. 2024;46(3):1441-1454
Rethinking RGB Color Representation for Image Restoration Models2402.03399v1 · Jaerin Lee, JoonKyu Park, Sungyong Baik et al.2024 · 0 citationsarXiv
MEIL-NeRF: Memory-Efficient Incremental Learning of Neural Radiance Fields2212.08328v3 · Jaeyoung Chung, Kanggeon Lee, Sungyong Baik et al.2022 · 8 citationsIEEE Access, Volume 13, Pages 130420-130429, 2025
Test-Time Adaptation for Video Frame Interpolation via Meta-Learning.34813468 · Choi, Myungsub, Choi, Janghoon, Baik, Sungyong et al.2022 · 17 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(12):9615-9628
Learning to Forget for Meta-Learning via Task-and-Layer-Wise Attenuation.34347593 · Baik, Sungyong, Oh, Junghoon, Hong, Seokil et al.2022 · 19 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(11):7718-7730
CADyQ: Content-Aware Dynamic Quantization for Image Super-Resolution2207.10345v3 · Cheeun Hong, Sungyong Baik, Heewon Kim et al.2022 · 42 citationsarXiv
Batch Normalization Tells You Which Filter is Important2112.01155v2 · Junghun Oh, Heewon Kim, Sungyong Baik et al.2021 · 13 citationsarXiv
Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning2110.03909v2 · Sungyong Baik, Janghoon Choi, Heewon Kim et al.2021 · 165 citationsarXiv
Searching for Controllable Image Restoration Networks2012.11225v1 · Heewon Kim, Sungyong Baik, Myungsub Choi et al.2020 · 6 citationsarXiv
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution Networks2012.11230v3 · Cheeun Hong, Heewon Kim, Sungyong Baik et al.2020 · 40 citationsarXiv
Meta-Learning with Adaptive Hyperparameters2011.00209v2 · Sungyong Baik, Myungsub Choi, Janghoon Choi et al.2020 · 91 citationsarXiv
Domain Adaptation of Learned Features for Visual Localization2008.09310v1 · Sungyong Baik, Hyo Jin Kim, Tianwei Shen et al.2020 · 3 citationsarXiv
Scene-Adaptive Video Frame Interpolation via Meta-Learning2004.00779v1 · Myungsub Choi, Janghoon Choi, Sungyong Baik et al.2020 · 47 citationsarXiv
Learning to Forget for Meta-Learning1906.05895v2 · Sungyong Baik, Seokil Hong, Kyoung Mu Lee2019 · 105 citationsarXiv
Career total: 46 works. 33 are in this corpus.
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