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20162023
most citedZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models

1.8k citations · 2.6k across the 22 of their papers we have counts for

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Showing 2021 · stat.MLShow all

2 papers · 2 filters

stat.ML2021★ 7 cited

Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA

Sébastien Lachapelle, Pau Rodríguez López, Yash Sharma +4

This work introduces a novel principle we call disentanglement via mechanism sparsity regularization, which can be applied when the latent factors of interest depend sparsely on pa…

stat.ML2021★ 62 cited

Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style

Julius von Kügelgen, Yash Sharma, Luigi Gresele +4

Self-supervised representation learning has shown remarkable success in a number of domains. A common practice is to perform data augmentation via hand-crafted transformations inte…