secure inference

On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference ACL 2026 An Efficient Private GPT Never Autoregressively Decodes ICML 2025 Efficient Decoding Methods for Language Models on Encrypted Data IJCNLP 2025 Portcullis: A Scalable and Verifiable Privacy Gateway for Third-Party LLM Inference AAAI 2025 Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption ICML 2024 Ditto: Quantization-aware Secure Inference of Transformers upon MPC ICML 2024 Penguin: Parallel-Packed Homomorphic Encryption for Fast Graph Convolutional Network Inference NeurIPS 2023 CRYPTOGRU: Low Latency Privacy-Preserving Text Analysis With GRU EMNLP 2021 SAFENet: A Secure, Accurate and Fast Neural Network Inference ICLR 2021 AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference NeurIPS 2020 ENSEI: Efficient Secure Inference via Frequency-Domain Homomorphic Convolution for Privacy-Preserving Visual Recognition CVPR 2020 FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions CVPR 2020 SecureNets: Secure Inference of Deep Neural Networks on an Untrusted Cloud ACML 2018