papers
Publications (7)
math.CO2013
Circular Planar Electrical Networks II: Positivity Phenomena
Joshua Alman, Carl Lian, Brandon Tran
cs.IR2019
Domain Adaptation for Enterprise Email Search
Brandon Tran, Maryam Karimzadehgan, Rama Kumar Pasumarthi +2
stat.ML2019
Adversarial Examples Are Not Bugs, They Are Features
Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras +3
The paper shows that adversarial examples stem from non‑robust features—predictive patterns in data that are fragile and unintelligible to humans—and formalizes their prevalence ac…
#adversarial examples#non-robust features#robustness#theoretical analysis
cs.CV2019
Image Synthesis with a Single (Robust) Classifier
Shibani Santurkar, Dimitris Tsipras, Brandon Tran +3
The paper demonstrates that a single off‑the‑shelf classifier, when trained to be adversarially robust, can be used for various image synthesis tasks by directly manipulating salie…
#image synthesis#adversarial robustness#robust classifiers#feature manipulation
cs.LG2018
Spectral Signatures in Backdoor Attacks
Brandon Tran, Jerry Li, Aleksander Madry
math.CO2013
Circular Planar Electrical Networks I: The Electrical Poset EP_{n}
Joshua Alman, Carl Lian, Brandon Tran
math.CO2015
A sub-exponential transition of the chromatic generalized Ramsey numbers
Choongbum Lee, Brandon Tran