Federated Learning from Pre-Trained Models: A Contrastive Learning Approach

Authors: Yue Tan, Guodong Long, Jie Ma, Lu Liu, Tianyi Zhou, Jing Jiang | Published: 2022-09-21

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Authors: Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang | Published: 2022-09-21 | Updated: 2023-01-25

Audit and Improve Robustness of Private Neural Networks on Encrypted Data

Authors: Jiaqi Xue, Lei Xu, Lin Chen, Weidong Shi, Kaidi Xu, Qian Lou | Published: 2022-09-20

Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, Michael Fu, John Grundy, Hung Nguyen, Seyit Camtepe, Paul Quirk, Dinh Phung | Published: 2022-09-20 | Updated: 2024-06-12

Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, John Grundy, Hung Nguyen, Dinh Phung | Published: 2022-09-19

Distribution inference risks: Identifying and mitigating sources of leakage

Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18

Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data

Authors: Leijie Zhang, Ye Shi, Yu-Cheng Chang, Chin-Teng Lin | Published: 2022-09-18

Characterizing Internal Evasion Attacks in Federated Learning

Authors: Taejin Kim, Shubhranshu Singh, Nikhil Madaan, Carlee Joe-Wong | Published: 2022-09-17 | Updated: 2023-10-21

A Secure Healthcare 5.0 System Based on Blockchain Technology Entangled with Federated Learning Technique

Authors: Abdur Rehman, Sagheer Abbas, M. A. Khan, Taher M. Ghazal, Khan Muhammad Adnan, Amir Mosavi | Published: 2022-09-16

IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective

Authors: Li Yang, Abdallah Shami | Published: 2022-09-16