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
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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
SHARKS: Smart Hacking Approaches for RisK Scanning in Internet-of-Things and Cyber-Physical Systems based on Machine Learning
Authors: Tanujay Saha, Najwa Aaraj, Neel Ajjarapu, Niraj K. Jha | Published: 2021-01-07 | Updated: 2022-10-19
Machine Learning on Cloud with Blockchain: A Secure, Verifiable and Fair Approach to Outsource the Linear Regression for Data Analysis
Authors: Hanlin Zhang, Peng Gao, Jia Yu, Jie Lin, Neal N. Xiong | Published: 2021-01-07 | Updated: 2021-11-22
FLAME: Taming Backdoors in Federated Learning (Extended Version 1)
Authors: Thien Duc Nguyen, Phillip Rieger, Huili Chen, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Shaza Zeitouni, Farinaz Koushanfar, Ahmad-Reza Sadeghi, Thomas Schneider | Published: 2021-01-06 | Updated: 2023-08-05
Local Competition and Stochasticity for Adversarial Robustness in Deep Learning
Authors: Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis | Published: 2021-01-04 | Updated: 2021-03-29