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Papers
Learning and testing junta distributions with sub cube conditioning
COLT 2021
Locally Differentially-Private Randomized Response for Discrete Distribution Learning
JMLR 2021
Many-to-One Distribution Learning and K-Nearest Neighbor Smoothing for Thoracic Disease Identification
AAAI 2021
Pareto GAN: Extending the Representational Power of GANs to Heavy-Tailed Distributions
ICML 2021
Partition-Guided GANs
CVPR 2021
Generating Realistic Stock Market Order Streams
AAAI 2020
Learning Structured Distributions From Untrusted Batches: Faster and Simpler
NeurIPS 2020
Learning Sums of Independent Random Variables with Sparse Collective Support
JMLR 2020
Lower Bounds for Learning Distributions under Communication Constraints via Fisher Information
JMLR 2020
Optimal Robust Learning of Discrete Distributions from Batches
ICML 2020
Public Sentiment Drift Analysis Based on Hierarchical Variational Auto-encoder
EMNLP 2020
Sample Amplification: Increasing Dataset Size even when Learning is Impossible
ICML 2020
SURF: A Simple, Universal, Robust, Fast Distribution Learning Algorithm
NeurIPS 2020
Communication-Constrained Inference and the Role of Shared Randomness
ICML 2019
Distribution Learning of a Random Spatial Field with a Location-Unaware Mobile Sensor
NeurIPS 2019
How Large Are Lions? Inducing Distributions over Quantitative Attributes
ACL 2019
Inference under Information Constraints: Lower Bounds from Chi-Square Contraction
COLT 2019
Learning Distributions Generated by One-Layer ReLU Networks
NeurIPS 2019
Learning to Sample Hard Instances for Graph Algorithms
ACML 2019
Private Hypothesis Selection
NeurIPS 2019
Toward a Characterization of Loss Functions for Distribution Learning
NeurIPS 2019
Two Generator Game: Learning to Sample via Linear Goodness-of-Fit Test
NeurIPS 2019
Mean-Variance Loss for Deep Age Estimation From a Face
CVPR 2018
Nearly tight sample complexity bounds for learning mixtures of Gaussians via sample compression schemes
NeurIPS 2018
Text Emotion Distribution Learning via Multi-Task Convolutional Neural Network
IJCAI 2018