Borgnia, Eitan
- Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise
2022/08/19 by Arpit Bansal, Bansal, Arpit, Eitan Borgnia +16 · 6 voices · 24 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis
- Where do Models go Wrong? Parameter-Space Saliency Maps for\n Explainability
2021/08/03 by Roman Levin, R. V. Levin, Manli Shu +10 · 1 voice · 1 citation
Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Machine Learning in Healthcare
- Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with Recurrent Networks
2021/06/08 by Avi Schwarzschild, Schwarzschild, Avi, Eitan Borgnia +11 · 4 citations
Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Explainable Artificial Intelligence (XAI)
- Canary in a Coalmine: Better Membership Inference with Ensembled Adversarial Queries
2022/10/19 by Wen, Yuxin, Bansal, Arpit, Kazemi, Hamid +4 · 4 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- What do Vision Transformers Learn? A Visual Exploration
2022/12/13 by Amin Ghiasi, Ghiasi, Amin, Hamid Kazemi +13 · 3 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Visual Attention and Saliency Detection
- DP-InstaHide: Provably Defusing Poisoning and Backdoor Attacks with Differentially Private Data Augmentations
2021/03/02 by Eitan Borgnia, Jonas Geiping, Borgnia, Eitan +15 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data