389 citations · 1.2k across the 9 of their papers we have counts for
9 papers
Domain Adaptation for Enterprise Email Search
Brandon Tran, Maryam Karimzadehgan, Rama Kumar Pasumarthi +2
In the enterprise email search setting, the same search engine often powers multiple enterprises from various industries: technology, education, manufacturing, etc. However, using…
Image Synthesis with a Single (Robust) Classifier
Shibani Santurkar, Dimitris Tsipras, Brandon Tran +3
We show that the basic classification framework alone can be used to tackle some of the most challenging tasks in image synthesis. In contrast to other state-of-the-art approaches,…
Adversarial Robustness as a Prior for Learned Representations
Logan Engstrom, Andrew Ilyas, Shibani Santurkar +3
An important goal in deep learning is to learn versatile, high-level feature representations of input data. However, standard networks' representations seem to possess shortcomings…
Adversarial Examples Are Not Bugs, They Are Features
Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras +3
Adversarial examples have attracted significant attention in machine learning, but the reasons for their existence and pervasiveness remain unclear. We demonstrate that adversarial…
Spectral Signatures in Backdoor Attacks
Brandon Tran, Jerry Li, Aleksander Madry
A recent line of work has uncovered a new form of data poisoning: so-called \emph{backdoor} attacks. These attacks are particularly dangerous because they do not affect a network's…
Exploring the Landscape of Spatial Robustness
Logan Engstrom, Brandon Tran, Dimitris Tsipras +2
The study of adversarial robustness has so far largely focused on perturbations bound in p-norms. However, state-of-the-art models turn out to be also vulnerable to other, more nat…
A sub-exponential transition of the chromatic generalized Ramsey numbers
Choongbum Lee, Brandon Tran
A simple graph-product type construction shows that for all natural numbers , there exists an edge-coloring of the complete graph on vertices using colors where…
Circular Planar Electrical Networks II: Positivity Phenomena
Joshua Alman, Carl Lian, Brandon Tran
Curtis-Ingerman-Morrow characterize response matrices for circular planar electrical networks as symmetric square matrices with row sums zero and non-negative circular minors. In t…
Circular Planar Electrical Networks I: The Electrical Poset EP_{n}
Joshua Alman, Carl Lian, Brandon Tran
Following de Verdière-Gitler-Vertigan and Curtis-Ingerman-Morrow, we prove a host of new results on circular planar electrical networks. We introduce a poset EP_{n} of electrical n…