Privacy

Not All Poisons are Created Equal: Robust Training against Data Poisoning ICML 2022 On Privacy and Personalization in Cross-Silo Federated Learning NeurIPS 2022 On the Importance of Difficulty Calibration in Membership Inference Attacks ICLR 2022 Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022 Privacy Amplification by Decentralization AISTATS 2022 Privacy Pitfalls of Online Service Terms and Conditions: a Hybrid Approach for Classification and Summarization EMNLP 2022 Privacy-Preserving Face Recognition in the Frequency Domain AAAI 2022 Privacy Preserving Partial Localization CVPR 2022 Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption NAACL 2022 PrivateSNN: Privacy-Preserving Spiking Neural Networks AAAI 2022 Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks EMNLP 2022 Residue-Based Natural Language Adversarial Attack Detection NAACL 2022 Revisiting Injective Attacks on Recommender Systems NeurIPS 2022 Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models ICLR 2022 Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022 Secure Quantized Training for Deep Learning ICML 2022 Spectrum: High-bandwidth Anonymous Broadcast NSDI 2022 Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs COLING 2022 TextFusion: Privacy-Preserving Pre-trained Model Inference via Token Fusion EMNLP 2022 The CLIPS System for 2022 Spoofing-Aware Speaker Verification Challenge Interspeech 2022 THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption ACL 2022 Toward Privacy-preserving Text Embedding Similarity with Homomorphic Encryption EMNLP 2022 Towards Efficient Data Free Black-Box Adversarial Attack CVPR 2022 Triggerless Backdoor Attack for NLP Tasks with Clean Labels NAACL 2022 Two Methods for Spoofing-Aware Speaker Verification: Multi-Layer Perceptron Score Fusion Model and Integrated Embedding Projector Interspeech 2022