Literature Database

Robust Classification of Financial Risk

Authors: Suproteem K. Sarkar, Kojin Oshiba, Daniel Giebisch, Yaron Singer | Published: 2018-11-27
Model Performance Evaluation
Robustness Improvement
Adversarial Learning

A Frank-Wolfe Framework for Efficient and Effective Adversarial Attacks

Authors: Jinghui Chen, Dongruo Zhou, Jinfeng Yi, Quanquan Gu | Published: 2018-11-27 | Updated: 2019-09-15
Backdoor Detection
Model Performance Evaluation
Selection and Evaluation of Optimization Algorithms

Distributed and Secure ML with Self-tallying Multi-party Aggregation

Authors: Yunhui Long, Tanmay Gangwani, Haris Mughees, Carl Gunter | Published: 2018-11-26
Model Performance Evaluation
Secure Arithmetic Computation
Cryptographic Protocol

Generalised Differential Privacy for Text Document Processing

Authors: Natasha Fernandes, Mark Dras, Annabelle McIver | Published: 2018-11-26 | Updated: 2019-02-05
Application of Text Classification
Model Inversion
Differential Privacy

Compressible and Learnable Encryption for Untrusted Cloud Environments

Authors: Hitoshi Kiya | Published: 2018-11-26
Challenges in IT Security
Robustness Improvement
Cryptographic Protocol

Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference

Authors: Edward Chou, Josh Beal, Daniel Levy, Serena Yeung, Albert Haque, Li Fei-Fei | Published: 2018-11-25
Trigger Detection
Model Performance Evaluation
Encryption Technology

A Fully Private Pipeline for Deep Learning on Electronic Health Records

Authors: Edward Chou, Thao Nguyen, Josh Beal, Albert Haque, Li Fei-Fei | Published: 2018-11-25
Watermarking Settings for Medical Data
Differential Privacy
Cryptographic Protocol

Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning

Authors: Muhammad Shayan, Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh | Published: 2018-11-24 | Updated: 2019-12-12
Poisoning Attack
Differential Privacy
Federated Learning

Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting

Authors: Clement Fung, Jamie Koerner, Stewart Grant, Ivan Beschastnikh | Published: 2018-11-23 | Updated: 2019-02-24
Privacy Protection
Poisoning Attack
Model Extraction Attack

FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions

Authors: Shaohua Li, Kaiping Xue, Chenkai Ding, Xindi Gao, David S L Wei, Tao Wan, Feng Wu | Published: 2018-11-20
Trigger Detection
Membership Inference
Cryptographic Protocol