Cover Image

FHE-Agent: Automating CKKS Configuration for Practical Encrypted Inference via an LLM-Guided Agentic Framework

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Nuo, Gong, Zhaoting, Ran, Ran, Tang, Jinwei, Wen, Wujie, Ding, Caiwen
Format:	Preprint
Published:	2025
Subjects:	Cryptography and Security Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AEGIS: Scaling Long-Sequence Homomorphic Encrypted Transformer Inference via Hybrid Parallelism on Multi-GPU Systems
by: Gong, Zhaoting, et al.
Published: (2026)

FIDESlib: A Fully-Fledged Open-Source FHE Library for Efficient CKKS on GPUs
by: Agulló-Domingo, Carlos, et al.
Published: (2025)

FHE-SQL: Fully Homomorphic Encrypted SQL Database
by: Tseng, Po-Yu, et al.
Published: (2025)

AdaPI: Facilitating DNN Model Adaptivity for Efficient Private Inference in Edge Computing
by: Zhou, Tong, et al.
Published: (2024)

SSNet: A Lightweight Multi-Party Computation Scheme for Practical Privacy-Preserving Machine Learning Service in the Cloud
by: Duan, Shijin, et al.
Published: (2024)

Breaking the Layer Barrier: Remodeling Private Transformer Inference with Hybrid CKKS and MPC
by: Xu, Tianshi, et al.
Published: (2025)

Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples
by: Xu, Nuo, et al.
Published: (2022)

FastFHE: Packing-Scalable and Depthwise-Separable CNN Inference Over FHE
by: Song, Wenbo, et al.
Published: (2025)

Efficient Mod Approximation and Its Applications to CKKS Ciphertexts
by: Zhou, Yufei
Published: (2025)

Efficient Ranking, Order Statistics, and Sorting under CKKS
by: Mazzone, Federico, et al.
Published: (2024)

Inference Attacks on Encrypted Online Voting via Traffic Analysis
by: Belousova, Anastasiia, et al.
Published: (2025)

Taiyi: A high-performance CKKS accelerator for Practical Fully Homomorphic Encryption
by: Fan, Shengyu, et al.
Published: (2024)

A Haskell to FHE Transpiler
by: Müller, Anne, et al.
Published: (2025)

Automated Profile Inference with Language Model Agents
by: Du, Yuntao, et al.
Published: (2025)

MOFHEI: Model Optimizing Framework for Fast and Efficient Homomorphically Encrypted Neural Network Inference
by: Ghazvinian, Parsa, et al.
Published: (2024)

EinHops: Einsum Notation for Expressive Homomorphic Operations on RNS-CKKS Tensors
by: Garimella, Karthik, et al.
Published: (2025)

Characterizing the Sensitivity to Individual Bit Flips in Client-Side Operations of the CKKS Scheme
by: Mazzanti, Matias, et al.
Published: (2025)

Resource Estimation of CGGI and CKKS scheme workloads on FracTLcore Computing Fabric
by: Ovichinnikov, Denis, et al.
Published: (2025)

Lightweight, Practical Encrypted Face Recognition with GPU Support
by: De Micheli, Gabrielle, et al.
Published: (2026)

Meeting in the Middle: A Co-Design Paradigm for FHE and AI Inference
by: Magri, Bernardo, et al.
Published: (2026)

Bidirectional Biometric Authentication Using Transciphering and (T)FHE
by: Yoo, Joon Soo, et al.
Published: (2025)

Private Iris Recognition with High-Performance FHE
by: Ha, Jincheol, et al.
Published: (2026)

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

A Scalable Multi-GPU Framework for Encrypted Large-Model Inference
by: Jayashankar, Siddharth, et al.
Published: (2025)

Chameleon: An Efficient FHE Scheme Switching Acceleration on GPUs
by: Wang, Zhiwei, et al.
Published: (2024)

DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent
by: Zhu, Pengyu, et al.
Published: (2025)

Scaling up Privacy-Preserving ML: A CKKS Implementation of Llama-2-7B
by: Park, Jaiyoung, et al.
Published: (2026)

GPU Acceleration of TFHE-Based High-Precision Nonlinear Layers for Encrypted LLM Inference
by: Chen, Guoci, et al.
Published: (2026)

Ghost in the Agent: Redefining Information Flow Tracking for LLM Agents
by: Cai, Yuandao, et al.
Published: (2026)

NeuJeans: Private Neural Network Inference with Joint Optimization of Convolution and FHE Bootstrapping
by: Ju, Jae Hyung, et al.
Published: (2023)

Cut Tracing with E-Graphs for Boolean FHE Circuit Synthesis
by: de Castelnau, Julien, et al.
Published: (2025)

AERO: Entropy-Guided Framework for Private LLM Inference
by: Jha, Nandan Kumar, et al.
Published: (2024)

Triple-Hoisted Baby-Step Giant-Step Linear Transformation over CKKS Homomorphic Encryption and Hardware Accelerator
by: Akherati, Sajjad, et al.
Published: (2026)

An Agentic Workflow for Detecting Personally Identifiable Information in Crash Narratives
by: Ma, Junyi, et al.
Published: (2026)

Cross-Platform Benchmarking of the FHE Libraries: Novel Insights into SEAL and Openfhe
by: Faneela, et al.
Published: (2025)

Beyond Latency: A System-Level Characterization of MPC and FHE for PPML
by: Huang, Pengzhi, et al.
Published: (2026)

Secure Outsourced Decryption for FHE-based Privacy-preserving Cloud Computing
by: Ma, Xirong, et al.
Published: (2024)

How to Construct Quantum FHE, Generically
by: Gupte, Aparna, et al.
Published: (2024)

Practical Privacy-Preserving Identity Verification using Third-Party Cloud Services and FHE (Role of Data Encoding in Circuit Depth Management)
by: Mohan, Deep Inder, et al.
Published: (2024)

Cachemir: Fully Homomorphic Encrypted Inference of Generative Large Language Model with KV Cache
by: Yu, Ye, et al.
Published: (2026)