Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses
Goldblum, Micah, Tsipras, Dimitris, Xie, Chulin, Chen, Xinyun, Schwarzschild, Avi, Song, Dawn, Madry, Aleksander, Li, Bo, Goldstein, Tom
Published in IEEE transactions on pattern analysis and machine intelligence (01.02.2023)
Published in IEEE transactions on pattern analysis and machine intelligence (01.02.2023)
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Journal Article
Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models
Somepalli, Gowthami, Singla, Vasu, Goldblum, Micah, Geiping, Jonas, Goldstein, Tom
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff
Borgnia, Eitan, Cherepanova, Valeriia, Fowl, Liam, Ghiasi, Amin, Geiping, Jonas, Goldblum, Micah, Goldstein, Tom, Gupta, Arjun
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
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Conference Proceeding
Towards Transferable Adversarial Attacks on Image and Video Transformers
Wei, Zhipeng, Chen, Jingjing, Goldblum, Micah, Wu, Zuxuan, Goldstein, Tom, Jiang, Yu-Gang, Davis, Larry S.
Published in IEEE transactions on image processing (01.01.2023)
Published in IEEE transactions on image processing (01.01.2023)
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Journal Article
Can Neural Nets Learn the Same Model Twice? Investigating Reproducibility and Double Descent from the Decision Boundary Perspective
Somepalli, Gowthami, Fowl, Liam, Bansal, Arpit, Yeh-Chiang, Ping, Dar, Yehuda, Baraniuk, Richard, Goldblum, Micah, Goldstein, Tom
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
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Conference Proceeding
STYX: Adaptive Poisoning Attacks Against Byzantine-Robust Defenses in Federated Learning
Wen, Yuxin, Geiping, Jonas, Goldblum, Micah, Goldstein, Tom
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
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Conference Proceeding
Identifying Attack-Specific Signatures in Adversarial Examples
Souri, Hossein, Khorramshahi, Pirazh, Lau, Chun Pong, Goldblum, Micah, Chellappa, Rama
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14.04.2024)
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14.04.2024)
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Conference Proceeding
Universal Guidance for Diffusion Models
Bansal, Arpit, Chu, Hong-Min, Schwarzschild, Avi, Sengupta, Soumyadip, Goldblum, Micah, Geiping, Jonas, Goldstein, Tom
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
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Conference Proceeding
Witchcraft: Efficient PGD Attacks with Random Step Size
Chiang, Ping-Yeh, Geiping, Jonas, Goldblum, Micah, Goldstein, Tom, Ni, Renkun, Reich, Steven, Shafahi, Ali
Published in ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2020)
Published in ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2020)
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Conference Proceeding
Seeing in Words: Learning to Classify through Language Bottlenecks
Saifullah, Khalid, Wen, Yuxin, Geiping, Jonas, Goldblum, Micah, Goldstein, Tom
Year of Publication 28.06.2023
Year of Publication 28.06.2023
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Journal Article
Understanding and Mitigating Copying in Diffusion Models
Somepalli, Gowthami, Singla, Vasu, Goldblum, Micah, Geiping, Jonas, Goldstein, Tom
Year of Publication 31.05.2023
Year of Publication 31.05.2023
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Journal Article
Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness
Xu, Yuancheng, Sun, Yanchao, Goldblum, Micah, Goldstein, Tom, Huang, Furong
Year of Publication 06.02.2023
Year of Publication 06.02.2023
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Journal Article
Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models
Somepalli, Gowthami, Singla, Vasu, Goldblum, Micah, Geiping, Jonas, Goldstein, Tom
Year of Publication 07.12.2022
Year of Publication 07.12.2022
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Journal Article
Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers
Yang, Wanqian, Kirichenko, Polina, Goldblum, Micah, Wilson, Andrew Gordon
Year of Publication 28.11.2022
Year of Publication 28.11.2022
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Journal Article
Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models
Lotfi, Sanae, Kuang, Yilun, Amos, Brandon, Goldblum, Micah, Finzi, Marc, Wilson, Andrew Gordon
Year of Publication 25.07.2024
Year of Publication 25.07.2024
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Journal Article
Just How Flexible are Neural Networks in Practice?
Shwartz-Ziv, Ravid, Goldblum, Micah, Bansal, Arpit, Bruss, C. Bayan, LeCun, Yann, Wilson, Andrew Gordon
Year of Publication 17.06.2024
Year of Publication 17.06.2024
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Journal Article