Sangheum Hwang
5 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(20)
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Hot Topic Early Bird
Top co-authors
Research topics
Machine Learning
(5)
Learning Types · Machine Learning
(4)
Artificial Intelligence
(3)
Core AI
(3)
Deep Learning
(2)
Application Areas
(2)
Learning Paradigms
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory · Machine Learning
(2)
Computer Vision
(1)
Core Methods
(1)
Generation
(1)
Models
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
out-of-distribution detection
(3)
representation learning
(1)
image classification
(1)
image generation
(1)
knowledge distillation
(1)
confidence calibration
(1)
neural network optimization
(1)
diffusion model
(1)
deep neural network
(1)
loss function
(1)
modality gap
(1)
cross-modal alignment
(1)
foundation model
(1)
energy-based model
(1)
overfitting mitigation
(1)
multimodal representation
(1)
large vision-language model
(1)
adaptive training
(1)
confidence estimation
(1)
limited data
(1)
Papers
APT: Adaptive Personalized Training for Diffusion Models with Limited Data
CVPR 2025
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations
CVPR 2025
Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation
ICLR 2025
Self-Knowledge Distillation With Progressive Refinement of Targets
ICCV 2021
Confidence-Aware Learning for Deep Neural Networks
ICML 2020