secure multi-party computation

Efficient, Secure, Differentially Private Deep Learning in the Two-Server Model AAAI 2026 PCFormer: Accelerating Privacy-preserving Transformer Inference by Partition and Combination AAAI 2026 CENTAUR: Bridging the Impossible Trinity of Privacy, Efficiency, and Performance in Privacy-Preserving Transformer Inference ACL 2025 CaPS: Collaborative and Private Synthetic Data Generation from Distributed Sources ICML 2024 Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data NeurIPS 2024 MPCFORMER: FAST, PERFORMANT AND PRIVATE TRANSFORMER INFERENCE WITH MPC ICLR 2023 Privacy-preserving patient clustering for personalized federated learnings MLHC 2023 Robust and Actively Secure Serverless Collaborative Learning NeurIPS 2023 Split, count, and share: a differentially private set intersection cardinality estimation protocol UAI 2023 FLVoogd: Robust And Privacy Preserving Federated Learning ACML 2022 Iron: Private Inference on Transformers NeurIPS 2022 SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning NeurIPS 2022 Secure Quantized Training for Deep Learning ICML 2022 Towards End-to-End Private Automatic Speaker Recognition Interspeech 2022 CaPC Learning: Confidential and Private Collaborative Learning ICLR 2021 CrypTen: Secure Multi-Party Computation Meets Machine Learning NeurIPS 2021 ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare AAAI 2021 Goten: GPU-Outsourcing Trusted Execution of Neural Network Training AAAI 2021 Privacy-Preserving Feature Selection with Secure Multiparty Computation ICML 2021 Privacy-Preserving Video Classification with Convolutional Neural Networks ICML 2021 Privacy-Preserving Voice Anti-Spoofing Using Secure Multi-Party Computation Interspeech 2021 Private Text Classification with Convolutional Neural Networks NAACL 2021 Orchard: Differentially Private Analytics at Scale OSDI 2020 Privacy-Preserving Classification of Personal Text Messages with Secure Multi-Party Computation NeurIPS 2019 Privacy-Preserving Speaker Recognition with Cohort Score Normalisation Interspeech 2019