Top Research Papers on FHE and MPC

Top-tier Conferences

Privacy-Preserving Embedding via Look-up Table Evaluation with Fully Homomorphic Encryption (ICML)
Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption (ICML)
Key Recovery Attacks on Approximate Homomorphic Encryption with Non-Worst-Case Noise Flooding Countermeasures (SECURITY)
A Tensor Compiler with Automatic Data Packing for Simple and Efficient Fully Homomorphic Encryption (PLDI)
Homomorphic Compression: Making Text Processing on Compression Unlimited (SIGMOD)
HEIR: A Unified Representation for Cross-Scheme Compilation of Fully Homomorphic Computation (NDSS)
VERITAS: Plaintext Encoders for Practical Verifiable Homomorphic Encryption (CCS)
Fast and Accurate Homomorphic Softmax Evaluation (CCS)
ArcEDB: An Arbitrary-Precision Encrypted Database via (Amortized) Modular Homomorphic Encryption (CCS)
Two-Tier Data Packing in RLWE-based Homomorphic Encryption for Secure Federated Learning (CCS)
DPad-HE: Towards Hardware-friendly Homomorphic Evaluation using 4-Directional Manipulation (CCS)
Rhombus: Fast Homomorphic Matrix-Vector Multiplication for Secure Two-Party Inference (CCS)
ThorPIR: Single Server PIR via Homomorphic Thorp Shuffles (CCS)

HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption (ICML)
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference (ICML)
LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference (NeurIPS) (source code)
Level Up: Private Non-Interactive Decision Tree Evaluation using Leveled Homomorphic Encryption (CCS) (source code)
HECO: Fully Homomorphic Encryption Compiler (USENIX SECURITY) (source code)
ELASM - Error-Latency-Aware Scale Management for Fully Homomorphic Encryption (SECURITY)
Fast Unbalanced Private Set Union from Fully Homomorphic Encryption (CCS)
HE3DB - An Efficient and Elastic Encrypted Database Via Arithmetic-And-Logic Fully Homomorphic Encryption (CCS)
HEaaN.MLIR: An Optimizing Compiler for Fast Ring-Based Homomorphic Encryption (PLDI)
HEDA: Multi-Attribute Unbounded Aggregation over Homomorphically Encrypted Database (VLDB)
Toward Efficient Homomorphic Encryption for Outsourced Databases through Parallel Caching (SIGMOD)

Low-Complexity Deep Convolutional Neural Networks on Fully Homomorphic Encryption Using Multiplexed Parallel Convolutions (ICML)
HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture (ICML)
CryptoGCN: Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference (NeurIPS) (source code)
ZeeStar - Private Smart Contracts by Homomorphic Encryption and Zero-knowledge Proofs (S&P)

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions (SECURITY)