Jongha Jon Ryu

4 papers · 2024–2025 · 1 venue · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓

🌉 Interdisciplinary Bridge · Bronze

Venues

ICML (4)

Top co-authors

Gregory W. Wornell (4) Abhin Shah (1) Yuheng Bu (1) Tejas Jayashankar (1) Hasan Sabri Melihcan Erol (1) Lizhong Zheng (1) Xiangxiang Xu (1)

Research topics

Deep Learning (2) Machine Learning (2) Mathematics & Optimization (2) Optimization & Theory (2) Computer Vision (1) Application Areas (1) Architectures (1) Generation (1) Learning Types (1) Models (1) Optimization (1) Probability (1)

Keywords

representation learning (1) image generation (1) gradient-based optimization (1) low-rank approximation (1) singular value decomposition (1) exponential families (1) mixture distribution (1) diffusion model (1) consistency model (1) noise contrastive estimation (1) confidence sequence (1) unnormalized distribution (1) sampling without replacement (1) alpha-skew jensen-shannon divergence (1) score-of-mixture training (1) finite-sample convergence rates (1) regularity assumptions (1) bounded random vectors (1) cover's universal portfolio (1) gambling framework (1)

Papers

A Unified View on Learning Unnormalized Distributions via Noise-Contrastive Estimation ICML 2025 Score-of-Mixture Training: One-Step Generative Model Training Made Simple via Score Estimation of Mixture Distributions ICML 2025 Gambling-Based Confidence Sequences for Bounded Random Vectors ICML 2024 Operator SVD with Neural Networks via Nested Low-Rank Approximation ICML 2024