Fast Training of Provably Robust Neural Networks by SingleProp
Authors: Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel | Published: 2021-02-01
MalNet: A Large-Scale Image Database of Malicious Software
Authors: Scott Freitas, Rahul Duggal, Duen Horng Chau | Published: 2021-01-31 | Updated: 2022-09-04
Meta Adversarial Training against Universal Patches
Authors: Jan Hendrik Metzen, Nicole Finnie, Robin Hutmacher | Published: 2021-01-27 | Updated: 2021-06-22
Transparent Contribution Evaluation for Secure Federated Learning on Blockchain
Authors: Shuaicheng Ma, Yang Cao, Li Xiong | Published: 2021-01-26 | Updated: 2021-04-24
Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning
Authors: Renjue Li, Pengfei Yang, Cheng-Chao Huang, Youcheng Sun, Bai Xue, Lijun Zhang | Published: 2021-01-25 | Updated: 2022-04-13
Debiasing Pre-trained Contextualised Embeddings
Authors: Masahiro Kaneko, Danushka Bollegala | Published: 2021-01-23
Generating Black-Box Adversarial Examples in Sparse Domain
Authors: Hadi Zanddizari, Behnam Zeinali, J. Morris Chang | Published: 2021-01-22 | Updated: 2021-10-15
Game-Theoretic and Machine Learning-based Approaches for Defensive Deception: A Survey
Authors: Mu Zhu, Ahmed H. Anwar, Zelin Wan, Jin-Hee Cho, Charles Kamhoua, Munindar P. Singh | Published: 2021-01-21 | Updated: 2021-05-08
Membership Inference Attack on Graph Neural Networks
Authors: Iyiola E. Olatunji, Wolfgang Nejdl, Megha Khosla | Published: 2021-01-17 | Updated: 2021-12-18
Double-Adversarial Activation Anomaly Detection: Adversarial Autoencoders are Anomaly Generators
Authors: J. -P. Schulze, P. Sperl, K. Böttinger | Published: 2021-01-12 | Updated: 2024-01-14