Hossein Souri

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 21

Top Topics

Learning Algorithm

Image Restoration

Top Venues

IEEE Trans. Inf. Forensics Secur.

Publications

Hossein Souri, Arpit Bansal, Hamid Kazemi, Liam Fowl, Aniruddha Saha, Jonas Geiping, Andrew Gordon Wilson, Rama Chellappa, Tom Goldstein, Micah Goldblum
Generating Potent Poisons and Backdoors from Scratch with Guided Diffusion. CoRR (2024)
Hossein Souri, Pirazh Khorramshahi, Chun Pong Lau, Micah Goldblum, Rama Chellappa
Identifying Attack-Specific Signatures in Adversarial Examples. ICASSP (2024)
Chun Pong Lau, Jiang Liu, Hossein Souri, Wei-An Lin, Soheil Feizi, Rama Chellappa
Interpolated Joint Space Adversarial Training for Robust and Generalizable Defenses. IEEE Trans. Pattern Anal. Mach. Intell. 45 (11) (2023)
Micah Goldblum, Hossein Souri, Renkun Ni, Manli Shu, Viraj Prabhu, Gowthami Somepalli, Prithvijit Chattopadhyay, Mark Ibrahim, Adrien Bardes, Judy Hoffman, Rama Chellappa, Andrew Gordon Wilson, Tom Goldstein
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks. CoRR (2023)
Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, John P. Dickerson, Micah Goldblum, Tom Goldstein
A Deep Dive into Dataset Imbalance and Bias in Face Identification. AIES (2023)
Micah Goldblum, Hossein Souri, Renkun Ni, Manli Shu, Viraj Prabhu, Gowthami Somepalli, Prithvijit Chattopadhyay, Mark Ibrahim, Adrien Bardes, Judy Hoffman, Rama Chellappa, Andrew Gordon Wilson, Tom Goldstein
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks. NeurIPS (2023)
Ravid Shwartz-Ziv, Micah Goldblum, Hossein Souri, Sanyam Kapoor, Chen Zhu, Yann LeCun, Andrew Gordon Wilson
Pre-Train Your Loss: Easy Bayesian Transfer Learning with Informative Priors. CoRR (2022)
Yuxin Wen, Jonas Geiping, Liam Fowl, Hossein Souri, Rama Chellappa, Micah Goldblum, Tom Goldstein
Thinking Two Moves Ahead: Anticipating Other Users Improves Backdoor Attacks in Federated Learning. CoRR (2022)
Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein
Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch. NeurIPS (2022)
Jiang Liu, Chun Pong Lau, Hossein Souri, Soheil Feizi, Rama Chellappa
Mutual Adversarial Training: Learning Together is Better Than Going Alone. IEEE Trans. Inf. Forensics Secur. 17 (2022)
Renkun Ni, Manli Shu, Hossein Souri, Micah Goldblum, Tom Goldstein
The Close Relationship Between Contrastive Learning and Meta-Learning. ICLR (2022)
Ravid Shwartz-Ziv, Micah Goldblum, Hossein Souri, Sanyam Kapoor, Chen Zhu, Yann LeCun, Andrew G. Wilson
Pre-Train Your Loss: Easy Bayesian Transfer Learning with Informative Priors. NeurIPS (2022)
Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, Micah Goldblum, Tom Goldstein
A Deep Dive into Dataset Imbalance and Bias in Face Identification. CoRR (2022)
Hossein Souri, Pirazh Khorramshahi, Chun Pong Lau, Micah Goldblum, Rama Chellappa
Identification of Attack-Specific Signatures in Adversarial Examples. CoRR (2021)
Chun Pong Lau, Jiang Liu, Hossein Souri, Wei-An Lin, Soheil Feizi, Rama Chellappa
Interpolated Joint Space Adversarial Training for Robust and Generalizable Defenses. CoRR (2021)
Hossein Souri, Micah Goldblum, Liam Fowl, Rama Chellappa, Tom Goldstein
Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch. CoRR (2021)
Jiang Liu, Chun Pong Lau, Hossein Souri, Soheil Feizi, Rama Chellappa
Mutual Adversarial Training: Learning together is better than going alone. CoRR (2021)
Pirazh Khorramshahi, Hossein Souri, Rama Chellappa, Soheil Feizi
GANs with Variational Entropy Regularizers: Applications in Mitigating the Mode-Collapse Issue. CoRR (2020)
Prithviraj Dhar, Joshua Gleason, Hossein Souri, Carlos Domingo Castillo, Rama Chellappa
An adversarial learning algorithm for mitigating gender bias in face recognition. CoRR (2020)
Chun Pong Lau, Hossein Souri, Rama Chellappa
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence. FG (2020)
Chun Pong Lau, Hossein Souri, Rama Chellappa
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence. CoRR (2019)