Can contrastive learning avoid shortcut solutions?

Joshua Robinson, Li Sun, Ke Yu, Kayhan Batmanghelich, Stefanie Jegelka, Suvrit Sra
Publication year: 2021

Contrastive Learning with Hard Negative Samples

Joshua Robinson, Ching-Yao Chuang, Suvrit Sra, Stefanie Jegelka
Publication year: 2021

Debiased Contrastive Learning

Ching-Yao Chuang, Joshua Robinson, Lin Yen-Chen, Antonio Torralba, Stefanie Jegelka
NeurIPS Spotlight
Publication year: 2020

Optimal Batch Variance with Second-Order Marginals

Zelda Mariet, Joshua Robinson, Jamie Smith, Suvrit Sra, Stefanie Jegelka
ICML 2020 Workshop on Real World Experiment Design and Active Learning
Publication year: 2020

Strength from Weakness: Fast Learning Using Weak Supervision

Joshua Robinson, Stefanie Jegelka, Suvrit Sra
Publication year: 2020

Flexible Modeling of Diversity with Strongly Log-Concave Distributions

Joshua Robinson, Suvrit Sra, Stefanie Jegelka
Publication year: 2019

Aggregation of Markov flows I: theory

Robert MacKay, Joshua Robinson
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
Publication year: 2018