Cover Image

CGF-Softmax: A Cumulant-Based Softmax Reformulation for Efficient Inference under Homomorphic Encryption

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Park, Hanjun, Min, Byeongseo, Woo, Jiheon, Jeong, Min-Wook, Shin, Jongho, Lee, Yongwoo, Kim, Young-Sik, Kim, Yongjune
Format:	Preprint
Published:	2026
Subjects:	Cryptography and Security Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Optimized Layerwise Approximation for Efficient Private Inference on Fully Homomorphic Encryption
by: Lee, Junghyun, et al.
Published: (2023)

Fast and Accurate Homomorphic Softmax Evaluation
by: Cho, Wonhee, et al.
Published: (2024)

Mutual Information Minimization for Side-Channel Attack Resistance via Optimal Noise Injection
by: Woo, Jiheon, et al.
Published: (2025)

HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption
by: Lee, Seewoo, et al.
Published: (2024)

Blind-Touch: Homomorphic Encryption-Based Distributed Neural Network Inference for Privacy-Preserving Fingerprint Authentication
by: Choi, Hyunmin, et al.
Published: (2023)

Blind-Match: Efficient Homomorphic Encryption-Based 1:N Matching for Privacy-Preserving Biometric Identification
by: Choi, Hyunmin, et al.
Published: (2024)

UniHENN: Designing Faster and More Versatile Homomorphic Encryption-based CNNs without im2col
by: Choi, Hyunmin, et al.
Published: (2024)

Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption
by: Lai, Zhizheng, et al.
Published: (2024)

HyPHEN: A Hybrid Packing Method and Optimizations for Homomorphic Encryption-Based Neural Networks
by: Kim, Donghwan, et al.
Published: (2023)

HEQuant: Marrying Homomorphic Encryption and Quantization for Communication-Efficient Private Inference
by: Xu, Tianshi, et al.
Published: (2024)

Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms
by: Zhou, Yvonne, et al.
Published: (2026)

Efficient Quantum Fully Homomorphic Encryption
by: Liu, Fengxia, et al.
Published: (2026)

Confidential FRIT via Homomorphic Encryption
by: Hoshino, Haruki, et al.
Published: (2025)

Power-Softmax: Towards Secure LLM Inference over Encrypted Data
by: Zimerman, Itamar, et al.
Published: (2024)

HE-LRM: Efficient Private Embedding Lookups for Neural Inference Using Fully Homomorphic Encryption
by: Garimella, Karthik, et al.
Published: (2025)

Efficient Arithmetic-and-Comparison Homomorphic Encryption with Space Switching
by: Wahyudi, Erwin Eko, et al.
Published: (2026)

Secure Inference for Vertically Partitioned Data Using Multiparty Homomorphic Encryption
by: Chen, Shuangyi, et al.
Published: (2024)

Practical and Private Hybrid ML Inference with Fully Homomorphic Encryption
by: Biswas, Sayan, et al.
Published: (2025)

Homomorphic Encryption: An Analysis of its Applications in Searchable Encryption
by: Amorim, Ivone, et al.
Published: (2023)

Exact Homomorphic Encryption
by: Su, Zheng-Yao, et al.
Published: (2024)

Cheddar: A Swift Fully Homomorphic Encryption Library Designed for GPU Architectures
by: Choi, Wonseok, et al.
Published: (2024)

Adaptive Sparse Softmax: An Effective and Efficient Softmax Variant
by: Lv, Qi, et al.
Published: (2025)

ABC-FHE : A Resource-Efficient Accelerator Enabling Bootstrappable Parameters for Client-Side Fully Homomorphic Encryption
by: Yune, Sungwoong, et al.
Published: (2025)

Secure Change-Point Detection for Time Series under Homomorphic Encryption
by: Mazzone, Federico, et al.
Published: (2026)

Efficient Pruning for Machine Learning Under Homomorphic Encryption
by: Aharoni, Ehud, et al.
Published: (2022)

Energy Consumption of TLS, Searchable Encryption and Fully Homomorphic Encryption
by: Damie, Marc, et al.
Published: (2025)

Side Channel Analysis in Homomorphic Encryption
by: Ghaleb, Baraq, et al.
Published: (2025)

Similarity Calculation Based on Homomorphic Encryption
by: Chen, Abel C. H.
Published: (2023)

Cryptanalysis on Lightweight Verifiable Homomorphic Encryption
by: Cheon, Jung Hee, et al.
Published: (2025)

Hyena: Optimizing Homomorphically Encrypted Convolution for Private CNN Inference
by: Roh, Hyeri, et al.
Published: (2023)

Efficient and Privacy-Preserving Federated Learning based on Full Homomorphic Encryption
by: Guo, Yuqi, et al.
Published: (2024)

Secure and Efficient General Matrix Multiplication On Cloud Using Homomorphic Encryption
by: Gao, Yang, et al.
Published: (2024)

Attention-aware Semantic Communications for Collaborative Inference
by: Im, Jiwoong, et al.
Published: (2024)

FHECore: Rethinking GPU Microarchitecture for Fully Homomorphic Encryption
by: Daksha, Lohit, et al.
Published: (2026)

Efficient Implementation of Reinforcement Learning over Homomorphic Encryption
by: Suh, Jihoon, et al.
Published: (2025)

Encryption-Friendly LLM Architecture
by: Rho, Donghwan, et al.
Published: (2024)

Efficient Privacy-Preserving Sparse Matrix-Vector Multiplication Using Homomorphic Encryption
by: Gao, Yang, et al.
Published: (2026)

HEIR: A Universal Compiler for Homomorphic Encryption
by: Ali, Asra, et al.
Published: (2025)

Multi-Input Ciphertext Multiplication for Homomorphic Encryption
by: Akherati, Sajjad, et al.
Published: (2026)

Homomorphic Encryption Based on Post-Quantum Cryptography
by: Chen, Abel C. H.
Published: (2024)