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Research#Encryption🔬 ResearchAnalyzed: Jan 10, 2026 09:03

DNA-HHE: Accelerating Homomorphic Encryption for Edge Computing

Published:Dec 21, 2025 04:23
1 min read
ArXiv

Analysis

This research paper introduces a specialized hardware accelerator, DNA-HHE, designed to improve the performance of hybrid homomorphic encryption on edge devices. The focus on edge computing and homomorphic encryption suggests a trend toward secure and privacy-preserving data processing in distributed environments.
Reference

The paper focuses on accelerating hybrid homomorphic encryption on edge devices.

Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 09:15

TOGGLE: Temporal Logic-Guided Large Language Model Compression for Edge

Published:Dec 18, 2025 18:27
1 min read
ArXiv

Analysis

The article introduces TOGGLE, a method for compressing Large Language Models (LLMs) specifically for edge computing. The use of temporal logic to guide the compression process is a key aspect, potentially leading to more efficient and accurate models for resource-constrained environments. The focus on edge computing suggests a practical application, addressing the need for LLMs on devices with limited processing power and memory.
Reference