Projects in Awesome Lists tagged with adversarial-robustness
A curated list of projects in awesome lists tagged with adversarial-robustness .
https://github.com/RobustBench/robustbench
RobustBench: a standardized adversarial robustness benchmark [NeurIPS 2021 Benchmarks and Datasets Track]
adversarial-machine-learning adversarial-robustness benchmark model-zoo
Last synced: 27 Mar 2025
https://github.com/thu-ml/ares
A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.
adversarial-attacks adversarial-machine-learning adversarial-robustness benchmark-framework bim boundary deepfool distillation evolutionary fgsm hgd mi-fgsm mmlda nes pca spsa
Last synced: 04 Apr 2025
https://github.com/alibaba/easyrobust
EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.
adversarial-robustness deep-learning image-classification imagenet pretrained-models robustness
Last synced: 08 May 2025
https://github.com/LayneH/self-adaptive-training
[TPAMI2022 & NeurIPS2020] Official implementation of Self-Adaptive Training
adversarial-robustness computer-vision generalization label-noise machine-learning overfitting
Last synced: 27 Nov 2024
https://github.com/vita-group/aug-nerf
[CVPR 2022] "Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations" by Tianlong Chen*, Peihao Wang*, Zhiwen Fan, Zhangyang Wang
adversarial-robustness neural-radiance-fields neural-rendering
Last synced: 19 Apr 2025
https://github.com/VITA-Group/Aug-NeRF
[CVPR 2022] "Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations" by Tianlong Chen*, Peihao Wang*, Zhiwen Fan, Zhangyang Wang
adversarial-robustness neural-radiance-fields neural-rendering
Last synced: 11 Apr 2025
https://github.com/vita-group/adv-ss-pretraining
[CVPR 2020] Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning
adversarial-robustness ensemble-pretrain jigsaw pre-training rotation self-supervised-learning selfie
Last synced: 19 Apr 2025
https://github.com/zjysteven/dverge
Pytorch implementation of our NeurIPS'20 *Oral* paper "DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles".
adversarial-attack-and-defense adversarial-robustness diversifying-vulnerabilities ensembles pytorch
Last synced: 07 May 2025
https://github.com/vita-group/alleviate-robust-overfitting
[ICLR 2021] "Robust Overfitting may be mitigated by properly learned smoothening" by Tianlong Chen*, Zhenyu Zhang*, Sijia Liu, Shiyu Chang, Zhangyang Wang
adversarial-robustness generalization-ability overfitting smoothing
Last synced: 19 Apr 2025
https://github.com/harry24k/mair
Fantastic Robustness Measures: The Secrets of Robust Generalization [NeurIPS 2023]
adversarial-attacks adversarial-defenses adversarial-robustness adversarial-training
Last synced: 10 Apr 2025
https://github.com/vita-group/triple-wins
[ICLR 2020] ”Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference“
adversarial-attacks adversarial-robustness efficiency efficient-inference robustness triple-wins
Last synced: 19 Apr 2025
https://github.com/cdluminate/robrank
Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024
adversarial-attacks adversarial-defense adversarial-machine-learning adversarial-robustness adversarial-training deep-metric-learning dml metric-learning ranking
Last synced: 21 Mar 2025
https://github.com/fra31/robust-finetuning
Code relative to "Adversarial robustness against multiple and single $l_p$-threat models via quick fine-tuning of robust classifiers"
adversarial-learning adversarial-robustness adversarial-training
Last synced: 08 May 2025
https://github.com/choidae1/robustify-t2i
[ECCV 2024 - Oral] Official PyTorch Implementation of "Adversarial Robustification via Text-to-Image Diffusion Models"
adversarial-robustness provable-security text-to-image-diffusion zero-shot
Last synced: 19 Apr 2025
https://github.com/vita-group/lth-pass
[TMLR] "Can You Win Everything with Lottery Ticket?" by Tianlong Chen, Zhenyu Zhang, Jun Wu, Randy Huang, Sijia Liu, Shiyu Chang, Zhangyang Wang
adversarial-robustness explanability flatness generalization interpretability loss-landscape lottery-ticket-hypothesis out-of-distribution-detection pac-bayes robustness uncertainty winning-tickets
Last synced: 19 Apr 2025
https://github.com/igitugraz/sparseadversarialtraining
Code for "Training Adversarially Robust Sparse Networks via Bayesian Connectivity Sampling" [ICML 2021]
adversarial-robustness adversarial-training icml2021 sparse-training
Last synced: 14 Apr 2025
https://github.com/Bai-YT/AdaptiveSmoothing
Implementation of the paper "Improving the Accuracy-Robustness Trade-off of Classifiers via Adaptive Smoothing".
adversarial-attacks adversarial-defense adversarial-machine-learning adversarial-robustness robust-machine-learning
Last synced: 04 Apr 2025
https://github.com/vita-group/sparseadv_homotopy
[ICML 2021 Long Talk] "Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm" by Mingkang Zhu, Tianlong Chen, Zhangyang Wang
adversarial-attacks adversarial-robustness homotopy-algorithm homotopy-type-theory sparse-adversarial
Last synced: 19 Apr 2025
https://github.com/vita-group/double-win-lth
[ICML 2022] "Data-Efficient Double-Win Lottery Tickets from Robust Pre-training" by Tianlong Chen, Zhenyu Zhang, Sijia Liu, Yang Zhang, Shiyu Chang, Zhangyang Wang
adversarial-robustness data-efficient generalization lottery-ticket-hypothesis pretraining robust-pretraining sparsity transfer-learning
Last synced: 19 Apr 2025
https://github.com/zjysteven/privacyattack_at_fl
A privacy attack that exploits Adversarial Training models to compromise the privacy of Federated Learning systems.
adversarial-machine-learning adversarial-robustness adversarial-training federated-learning privacy
Last synced: 14 Mar 2025
https://github.com/igitugraz/outputcodematching
Code for "Improving Robustness Against Stealthy Weight Bit-Flip Attacks by Output Code Matching" [CVPR 2022]
adversarial-attacks adversarial-robustness bit-flip-attack cvpr2022 fault-attack fault-injection
Last synced: 14 Apr 2025
https://github.com/emaballarin/carso
👀🛡️ Code for the paper “Carefully Blending Adversarial Training and Purification Improves Adversarial Robustness” by Emanuele Ballarin, Alessio Ansuini and Luca Bortolussi (2024)
adversarial-defense adversarial-machine-learning adversarial-robustness artificial-intelligence artificial-neural-networks cognitive-computing deep-learning deep-neural-networks machine-learning neural-network neural-networks neural-representation neural-representations neuro-inspired robust-machine-learning robustness variational-autoencoder variational-method
Last synced: 14 Apr 2025
https://github.com/vita-group/cil-qud
[TMLR 22] "Queried Unlabeled Data Improves and Robustifies Class- Incremental Learning" by Tianlong Chen, Sijia Liu, Shiyu Chang, Lisa Animi, Zhangyang Wang
adversarial-robustness class-incremental-learning continue-learning generalization lifelong-learning unlabeled-data
Last synced: 10 Mar 2025
https://github.com/igitugraz/robustsnnconversion
Code for "Adversarially Robust Spiking Neural Networks Through Conversion" [TMLR 2024]
adversarial-attacks adversarial-robustness ann-to-snn-conversion snn spiking-neural-networks
Last synced: 20 Feb 2025
https://github.com/bbvanexttechnologies/art-tutorial
An ART tutorial
adversarial-machine-learning adversarial-robustness adversarial-robustness-toolbox art tutorial
Last synced: 25 Feb 2025
