Chiron: Privacy-preserving Machine Learning as a Service.

Vitaly Shmatikov , Reza Shokri , Tyler Hunt , Emmett Witchel
arXiv: Cryptography and Security

173
2018
Exploiting Unintended Feature Leakage in Collaborative Learning

Vitaly Shmatikov , Emiliano De Cristofaro , Luca Melis , Congzheng Song
arXiv: Cryptography and Security

1,007
2018
Overlearning Reveals Sensitive Attributes

Vitaly Shmatikov , Congzheng Song
arXiv: Learning

92
2019
Machine Learning Models that Remember Too Much

Vitaly Shmatikov , Thomas Ristenpart , Congzheng Song
arXiv: Cryptography and Security

400
2017
You Autocomplete Me: Poisoning Vulnerabilities in Neural Code Completion.

Vitaly Shmatikov , Eran Tromer , Roei Schuster , Congzheng Song
arXiv: Cryptography and Security

60
2020
Adversarial Semantic Collisions

Vitaly Shmatikov , Alexander M. Rush , Congzheng Song
arXiv: Computation and Language

12
2020
Cell-phone traces reveal infection-associated behavioral change

Ellen Brooks-Pollock , Ymir Vigfusson , Congzheng Song , Atli F. Einarsson
Proceedings of the National Academy of Sciences of the United States of America 118 ( 6)

1
2021
Auditing Data Provenance in Text-Generation Models

Congzheng Song , Vitaly Shmatikov
knowledge discovery and data mining 196 -206

145
2019
Membership Encoding for Deep Learning

Congzheng Song , Reza Shokri
computer and communications security 344 -356

1
2020
Predicting clinical outcomes from large scale cancer genomic profiles with deep survival models.

Safoora Yousefi , Fatemeh Amrollahi , Mohamed Amgad , Chengliang Dong
Scientific Reports 7 ( 1) 11707 -11707

181
2017
Membership Inference Attacks Against Machine Learning Models

Reza Shokri , Marco Stronati , Congzheng Song , Vitaly Shmatikov
2017 IEEE Symposium on Security and Privacy (SP) 3 -18

2,669
2017
Information Leakage in Embedding Models

Congzheng Song , Ananth Raghunathan
computer and communications security 377 -390

86
2020
Training a Tokenizer for Free with Private Federated Learning

Eugene Bagdasaryan , Congzheng Song , Rogier van Dalen , Matt Seigel
arXiv preprint arXiv:2203.09943

2022
Generalized zero-shot text classification for ICD coding

Congzheng Song , Shanghang Zhang , Najmeh Sadoughi , Pengtao Xie
4018 -4024

58
2021
Private federated statistics in an interactive setting

Audra McMillan , Omid Javidbakht , Kunal Talwar , Elliot Briggs
arXiv preprint arXiv:2211.10082

5
2022
Flair: Federated learning annotated image repository

Congzheng Song , Filip Granqvist , Kunal Talwar
Advances in Neural Information Processing Systems 35 37792 -37805

17
2022
Samplable anonymous aggregation for private federated data analysis

Kunal Talwar , Shan Wang , Audra McMillan , Vojta Jina
arXiv preprint arXiv:2307.15017

6
2023
Learning Genomic Representations to Predict Clinical Outcomes in Cancer

Safoora Yousefi , Congzheng Song , Nelson Nauata , Lee Cooper
International Conference on Learning Representations (ICLR)

14
2016
Fooling OCR systems with adversarial text images

Congzheng Song , Vitaly Shmatikov
arXiv preprint arXiv:1802.05385

51
2018