Hossein Souri

According to our database, Hossein Souri authored at least 15 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Generating Potent Poisons and Backdoors from Scratch with Guided Diffusion.

Hossein Souri, Arpit Bansal, Hamid Kazemi, Liam Fowl, Aniruddha Saha, Jonas Geiping, Andrew Gordon Wilson, Rama Chellappa, Tom Goldstein, Micah Goldblum

CoRR, 2024

Identifying Attack-Specific Signatures in Adversarial Examples.

Hossein Souri, Pirazh Khorramshahi, Chun Pong Lau, Micah Goldblum, Rama Chellappa

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Interpolated Joint Space Adversarial Training for Robust and Generalizable Defenses.

Chun Pong Lau, Jiang Liu, Hossein Souri, Wei-An Lin, Soheil Feizi, Rama Chellappa

IEEE Trans. Pattern Anal. Mach. Intell., November, 2023

Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks.

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

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

A Deep Dive into Dataset Imbalance and Bias in Face Identification.

Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, John P. Dickerson, Micah Goldblum, Tom Goldstein

Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society, 2023

2022

Mutual Adversarial Training: Learning Together is Better Than Going Alone.

Jiang Liu, Chun Pong Lau, Hossein Souri, Soheil Feizi, Rama Chellappa

IEEE Trans. Inf. Forensics Secur., 2022

Thinking Two Moves Ahead: Anticipating Other Users Improves Backdoor Attacks in Federated Learning.

Yuxin Wen, Jonas Geiping, Liam Fowl, Hossein Souri, Rama Chellappa, Micah Goldblum, Tom Goldstein

CoRR, 2022

A Deep Dive into Dataset Imbalance and Bias in Face Identification.

Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, Micah Goldblum, Tom Goldstein

CoRR, 2022

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch.

Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Pre-Train Your Loss: Easy Bayesian Transfer Learning with Informative Priors.

Ravid Shwartz-Ziv, Micah Goldblum, Hossein Souri, Sanyam Kapoor, Chen Zhu, Yann LeCun, Andrew Gordon Wilson

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

The Close Relationship Between Contrastive Learning and Meta-Learning.

Renkun Ni, Manli Shu, Hossein Souri, Micah Goldblum, Tom Goldstein

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Identification of Attack-Specific Signatures in Adversarial Examples.

Hossein Souri, Pirazh Khorramshahi, Chun Pong Lau, Micah Goldblum, Rama Chellappa

CoRR, 2021

2020

GANs with Variational Entropy Regularizers: Applications in Mitigating the Mode-Collapse Issue.

Pirazh Khorramshahi, Hossein Souri, Rama Chellappa, Soheil Feizi

CoRR, 2020

An adversarial learning algorithm for mitigating gender bias in face recognition.

Prithviraj Dhar, Joshua Gleason, Hossein Souri, Carlos Domingo Castillo, Rama Chellappa

CoRR, 2020

ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence.

Chun Pong Lau, Hossein Souri, Rama Chellappa

Proceedings of the 15th IEEE International Conference on Automatic Face and Gesture Recognition, 2020