Privacy

Efficient, Noise-Tolerant, and Private Learning via Boosting COLT 2020 Efficient Private Algorithms for Learning Large-Margin Halfspaces ALT 2020 Empirical Risk Minimization in the Non-interactive Local Model of Differential Privacy JMLR 2020 ENSEI: Efficient Secure Inference via Frequency-Domain Homomorphic Convolution for Privacy-Preserving Visual Recognition CVPR 2020 Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks CVPR 2020 Evade Deep Image Retrieval by Stashing Private Images in the Hash Space CVPR 2020 Exploring Abstract Concepts for Image Privacy Prediction in Social Networks (Student Abstract) AAAI 2020 FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions CVPR 2020 Falcon: Fast Spectral Inference on Encrypted Data NeurIPS 2020 Fast and Private Submodular and k-Submodular Functions Maximization with Matroid Constraints ICML 2020 Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC NeurIPS 2020 Federated Heavy Hitters Discovery with Differential Privacy AISTATS 2020 Federated Latent Dirichlet Allocation: A Local Differential Privacy Based Framework AAAI 2020 Federated Patient Hashing AAAI 2020 Federated Principal Component Analysis NeurIPS 2020 Generative Models for Effective ML on Private, Decentralized Datasets ICLR 2020 Ghostor: Toward a Secure Data-Sharing System from Decentralized Trust NSDI 2020 Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data NeurIPS 2020 Gradient Perturbation is Underrated for Differentially Private Convex Optimization IJCAI 2020 GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators NeurIPS 2020 Hidden Trigger Backdoor Attacks AAAI 2020 Hide and Speak: Towards Deep Neural Networks for Speech Steganography Interspeech 2020 How Private Are Commonly-Used Voting Rules? UAI 2020 How To Backdoor Federated Learning AISTATS 2020 Hypothesis Testing Interpretations and Renyi Differential Privacy AISTATS 2020