Search Results for author: Brandon Tran

Found 6 papers, 4 papers with code

Domain Adaptation for Enterprise Email Search

no code implementations19 Jun 2019 Brandon Tran, Maryam Karimzadehgan, Rama Kumar Pasumarthi, Michael Bendersky, Donald Metzler

To address this data challenge, in this paper we propose a domain adaptation approach that fine-tunes the global model to each individual enterprise.

Domain Adaptation Information Retrieval

Image Synthesis with a Single (Robust) Classifier

1 code implementation NeurIPS 2019 Shibani Santurkar, Dimitris Tsipras, Brandon Tran, Andrew Ilyas, Logan Engstrom, Aleksander Madry

We show that the basic classification framework alone can be used to tackle some of the most challenging tasks in image synthesis.

Ranked #53 on Image Generation on CIFAR-10 (Inception score metric)

Adversarial Robustness Image Generation

Adversarial Robustness as a Prior for Learned Representations

5 code implementations3 Jun 2019 Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Brandon Tran, Aleksander Madry

In this work, we show that robust optimization can be re-cast as a tool for enforcing priors on the features learned by deep neural networks.

Adversarial Robustness

Adversarial Examples Are Not Bugs, They Are Features

3 code implementations NeurIPS 2019 Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Logan Engstrom, Brandon Tran, Aleksander Madry

Adversarial examples have attracted significant attention in machine learning, but the reasons for their existence and pervasiveness remain unclear.

Spectral Signatures in Backdoor Attacks

no code implementations NeurIPS 2018 Brandon Tran, Jerry Li, Aleksander Madry

In this paper, we identify a new property of all known backdoor attacks, which we call \emph{spectral signatures}.

Data Poisoning

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