jfc43/robust-attribution-regularization jfc43/robust-attribution-regularization

  • Stars
    star
    16
  • Rank 1,311,288 (Top 26 %)
  • Language
    Jupyter Notebook
  • License
    Apache License 2.0
  • Created over 5 years ago
  • Updated over 2 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
jfc43/robust-attribution-regularization
github

jfc43

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Robust Attribution Regularization

More Repositories

1

robust-ood-detection

Robust Out-of-distribution Detection in Neural Networks
Python
63
star
2

informative-outlier-mining

We propose a theoretically motivated method, Adversarial Training with informative Outlier Mining (ATOM), which improves the robustness of OOD detection to various types of adversarial OOD inputs and establishes state-of-the-art performance.
Python
48
star
3

self-training-ensembles

Propose a principled and practically effective framework for unsupervised accuracy estimation and error detection tasks with theoretical analysis and state-of-the-art performance.
Python
13
star
4

pixel-discretization

Pixel discretization defense against adversarial attacks
Python
5
star
5

advex

Jupyter Notebook
5
star
6

eval-transductive-robustness

Exploring evaluating the adversarial robustness of transductive-learning based defenses.
Python
4
star
7

stratified-adv-rej

Study adversarially-robust classification with rejection where rejection has cost monotonically non-increasing in the perturbation magnitude, and propose a novel defense method with strong performance.
Python
3
star
8

Low-Precision-SGD-and-Tree-Boosting

Project for Course CS 744 Big Data System
Cuda
1
star