Security & Privacy

FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models ICML 2023 FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning NSDI 2023 Fully-Adaptive Composition in Differential Privacy ICML 2023 GAN-Based Domain Inference Attack AAAI 2023 Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data JMLR 2023 Generalized PTR: User-Friendly Recipes for Data-Adaptive Algorithms with Differential Privacy AISTATS 2023 Generating Private Synthetic Data with Genetic Algorithms ICML 2023 Gold Doesn’t Always Glitter: Spectral Removal of Linear and Nonlinear Guarded Attribute Information EACL 2023 Gradient Descent with Linearly Correlated Noise: Theory and Applications to Differential Privacy NeurIPS 2023 HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption ICML 2023 Hidden Poison: Machine Unlearning Enables Camouflaged Poisoning Attacks NeurIPS 2023 High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent AISTATS 2023 Improved Convergence of Differential Private SGD with Gradient Clipping ICLR 2023 Incentive-Boosted Federated Crowdsourcing AAAI 2023 Individual Privacy Accounting with Gaussian Differential Privacy ICLR 2023 Integer Subspace Differential Privacy AAAI 2023 Large-Capacity and Flexible Video Steganography via Invertible Neural Network CVPR 2023 Large Language Models Are Better Adversaries: Exploring Generative Clean-Label Backdoor Attacks Against Text Classifiers EMNLP 2023 Learning-augmented private algorithms for multiple quantile release ICML 2023 Learning Functional Distributions with Private Labels ICML 2023 Locally Differentially Private Document Generation Using Zero Shot Prompting EMNLP 2023 Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack NeurIPS 2023 Measuring Forgetting of Memorized Training Examples ICLR 2023 Membership Inference Attacks against Language Models via Neighbourhood Comparison ACL 2023 Membership Inference Attacks against Synthetic Data through Overfitting Detection AISTATS 2023