papers
Publications (11)
cs.AI2017
Case Study: Explaining Diabetic Retinopathy Detection Deep CNNs via Integrated Gradients
Linyi Li, Matt Fredrikson, Shayak Sen +1
cs.CR2018
Correspondences between Privacy and Nondiscrimination: Why They Should Be Studied Together
Anupam Datta, Shayak Sen, Michael Carl Tschantz
cs.CR2019
Differential Privacy as a Causal Property
Michael Carl Tschantz, Shayak Sen, Anupam Datta
cs.LG2018
Supervising Feature Influence
Shayak Sen, Piotr Mardziel, Anupam Datta +1
cs.CR2015
System M: A Program Logic for Code Sandboxing and Identification
Limin Jia, Shayak Sen, Deepak Garg +1
cs.LG2018
Influence-Directed Explanations for Deep Convolutional Networks
Klas Leino, Shayak Sen, Anupam Datta +2
cs.IR2018
Latent Factor Interpretations for Collaborative Filtering
Anupam Datta, Sophia Kovaleva, Piotr Mardziel +1
cs.CY2017
Proxy Non-Discrimination in Data-Driven Systems
Anupam Datta, Matt Fredrikson, Gihyuk Ko +2
cs.LG2016
Debugging Machine Learning Tasks
Aleksandar Chakarov, Aditya Nori, Sriram Rajamani +2
cs.CR2017
Use Privacy in Data-Driven Systems: Theory and Experiments with Machine Learnt Programs
Anupam Datta, Matthew Fredrikson, Gihyuk Ko +2
cs.LO2015
A Symbolic Logic with Concrete Bounds for Cryptographic Protocols
Anupam Datta, Joseph Y. Halpern, John C. Mitchell +2