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Florian Tramer's Projects

adv-eval-paper icon adv-eval-paper

LaTeX source for the paper "On Evaluating Adversarial Robustness"

cifar10-bof icon cifar10-bof

cifar10 using Bag-of-features method (no NN, only 80% accuracy)

cleverhans icon cleverhans

An adversarial example library for constructing attacks, building defenses, and benchmarking both

csrankings icon csrankings

A web app for ranking computer science departments according to their research output in selective venues, and for finding active faculty across a wide range of areas.

excessive-invariance icon excessive-invariance

Source code for the paper "Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness"

keras-yolo3 icon keras-yolo3

A Keras implementation of YOLOv3 (Tensorflow backend)

multirobustness icon multirobustness

Code for the paper "Adversarial Training and Robustness for Multiple Perturbations", NeurIPS 2019

privacy icon privacy

Library for training machine learning models with privacy for training data

pytorch-dp icon pytorch-dp

Training PyTorch models with differential privacy

slalom icon slalom

Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware

stanford-suns-nips17 icon stanford-suns-nips17

Code used by the team Stanford&Suns for the NIPS 2017 Competition on Adversarial Examples (https://www.kaggle.com/c/nips-2017-defense-against-adversarial-attack)

steal-ml icon steal-ml

Model extraction attacks on Machine-Learning-as-a-Service platforms.

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