Kristy Choi
9 papers · 2019–2022 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (26) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)
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Research topics
Machine Learning
(9)
Deep Learning
(7)
Core Methods
(7)
Models
(6)
Learning Types · Machine Learning
(5)
Bayesian & Probabilistic · Machine Learning
(3)
Optimization & Theory
(3)
Artificial Intelligence
(2)
Mathematics & Optimization
(2)
Application Areas
(2)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Learning Types · Deep Learning
(2)
Architectures
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(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
NeurIPS 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
Fair Generative Modeling via Weak Supervision
ICML 2020
Meta-Amortized Variational Inference and Learning
AAAI 2020
Neural Joint Source-Channel Coding
ICML 2019