← Authors

Kristy Choi

9 papers · 2019–2022 · 5 conferences · across top CS/AI conferences

Achievements

πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (5) 🐝 Cross-Pollinator (11) πŸ—ΊοΈ Taxonomy Completionist (28) πŸ† Keyword Champion (2) πŸ“ˆ Trend Setter

Conferences

ICML (5) AAAI (1) AISTATS (1) NIPS (1) UAI (1)

Top co-authors

Stefano Ermon (7) Chenlin Meng (3) Aditya Grover (2) Jesse Engel (1) Curtis Hawthorne (1) Amir Hosein Khasahmadi (1) Madeline Liao (1) Jiaming Song (1) Anirudh Goyal (1) Trisha Singh (1)

Research topics

Probability (1)

Keywords

generative model (3) density estimation (2) latent representation (2) score matching (2) density ratio estimation (2) probability distribution (2) variational autoencoder (2) mutual information estimation (2) amortized inference (1) transfer learning (1) image generation (1) out-of-distribution generalization (1) variational inference (1) weak supervision (1) discrete distribution (1) belief propagation (1) probabilistic modeling (1) normalizing flow (1) contrastive learning (1) representation learning (1)

Papers

ButterflyFlow: Building Invertible Layers with Butterfly Matrices ICML 2022
Concrete Score Matching: Generalized Score Matching for Discrete Data NIPS 2022
Density Ratio Estimation via Infinitesimal Classification AISTATS 2022
Featurized density ratio estimation UAI 2021
Robust Representation Learning via Perceptual Similarity Metrics ICML 2021
Encoding Musical Style with Transformer Autoencoders ICML 2020
Meta-Amortized Variational Inference and Learning AAAI 2020
Fair Generative Modeling via Weak Supervision ICML 2020
Neural Joint Source-Channel Coding ICML 2019