2 papers
cs.CR2025
Network and Compiler Optimizations for Efficient Linear Algebra Kernels in Private Transformer Inference
Karthik Garimella, Negar Neda, Austin Ebel +2
Large language model (LLM) based services are primarily structured as client-server interactions, with clients sending queries directly to cloud providers that host LLMs. This appr…
cs.CR2024
CiFlow: Dataflow Analysis and Optimization of Key Switching for Homomorphic Encryption
Negar Neda, Austin Ebel, Benedict Reynwar +1
Homomorphic encryption (HE) is a privacy-preserving computation technique that enables computation on encrypted data. Today, the potential of HE remains largely unrealized as it is…