Chungpa Lee

4 papers · 2024–2025 · 2 conferences · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🌍 Conference Polyglot (2) 🐝 Cross-Pollinator (10)

Conferences

AISTATS (3) ICML (1)

Top co-authors

Jy-yong Sohn (3) Kibok Lee (2) Jongho Im (1) Joseph H.T. Kim (1) Jeongheon Oh (1) Joonhwan Chang (1) Sehee Lim (1)

Keywords

contrastive learning (1) geometric analysis (1) temperature parameter (1) sigmoid loss (1) embedding structure (1) optimal embedding (1)

Papers

A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning AISTATS 2025

A Generalized Theory of Mixup for Structure-Preserving Synthetic Data AISTATS 2025

On the Similarities of Embeddings in Contrastive Learning ICML 2025

Analysis of Using Sigmoid Loss for Contrastive Learning AISTATS 2024