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Improved Techniques for Model Inversion Attacks

A Principled Approach to Data Valuation for Federated Learning

D2P-Fed: Differentially Private Federated Learning With Efficient Communication

Zero-Round Active Learning

Learnability of Learning Performance and Its Application to Data Valuation

A Unified Framework for Task-Driven Data Quality Management

One-Round Active Learning

Rethinking the Backdoor Attacks’ Triggers: A Frequency Perspective

DPlis: Boosting Utility of Differentially Private Deep Learning via Randomized Smoothing

InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective

Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu: InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective. ICLR 2021