Neuron Shapley: Discovering the Responsible Neurons
Authors: Amirata Ghorbani, James Zou | Published: 2020-02-23 | Updated: 2020-11-13
Performance Evaluation
Non-Intrusive Detection of Adversarial Deep Learning Attacks via Observer Networks
Authors: Kirthi Shankar Sivamani, Rajeev Sahay, Aly El Gamal | Published: 2020-02-22
Using Single-Step Adversarial Training to Defend Iterative Adversarial Examples
Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2020-02-22 | Updated: 2020-02-27
TensorShield: Tensor-based Defense Against Adversarial Attacks on Images
Authors: Negin Entezari, Evangelos E. Papalexakis | Published: 2020-02-18
ASTRA: High Throughput 3PC over Rings with Application to Secure Prediction
Authors: Harsh Chaudhari, Ashish Choudhury, Arpita Patra, Ajith Suresh | Published: 2019-12-05
FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks
Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
Deep Probabilistic Models to Detect Data Poisoning Attacks
Authors: Mahesh Subedar, Nilesh Ahuja, Ranganath Krishnan, Ibrahima J. Ndiour, Omesh Tickoo | Published: 2019-12-03
A Comprehensive Survey on Machine Learning Techniques and User Authentication Approaches for Credit Card Fraud Detection
Authors: Niloofar Yousefi, Marie Alaghband, Ivan Garibay | Published: 2019-12-02
Fastened CROWN: Tightened Neural Network Robustness Certificates
Authors: Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel | Published: 2019-12-02
Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality
Authors: Pulkit Sharma, Farah E Shamout, David A Clifton | Published: 2019-12-01