Maksym Andriushchenko's repositories
relu_networks_overconfident
Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem [CVPR 2019, oral]
square-attack
Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]
joint-cnn-mrf
Implementation of "Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation"
provably-robust-boosting
Provably Robust Boosted Decision Stumps and Trees against Adversarial Attacks [NeurIPS 2019]
adversarial-random-search-gpt4
Adversarial Attacks on GPT-4 via Simple Random Search [Dec 2023]
provable-robustness-max-linear-regions
Provable Robustness of ReLU networks via Maximization of Linear Regions [AISTATS 2019]
cross-lipschitz
Formal Guarantees on the Robustness of a Classifier against Adversarial Manipulation [NeurIPS 2017]
Papers-of-Robust-ML
Related papers for robust machine learning
awesome-anomaly-detection
A curated list of awesome anomaly detection resources
awesome-decision-tree-papers
A collection of research papers on decision, classification and regression trees with implementations.
awesome-gradient-boosting-papers
A curated list of gradient boosting research papers with implementations.
MIPVerify_data
Data for MIPVerify package.
Provable-Training-and-Verification-Approaches-Towards-Robust-Neural-Networks
This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on popular datasets and paper categorization.
robustbench
RobustBench: a standardized adversarial robustness benchmark [arXiv, Oct 2020]
max-andr.github.io
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