Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption

Itamar Zimerman; Moran Baruch; Nir Drucker; Gilad Ezov; Omri Soceanu; Lior Wolf

2024 ICML ICML 2024

Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

🌉 Interdisciplinary Bridge - Artificial Intelligence and Natural Language Processing

Authors

Itamar Zimerman, Moran Baruch, Nir Drucker, Gilad Ezov, Omri Soceanu, Lior Wolf

Topics

Machine Learning > Application Areas > Efficient Computing Deep Learning > Architectures > Transformers Natural Language Processing > Resources & Methods > Large Language Models

Keywords

model architecture transformer homomorphic encryption large language model secure inference polynomial form

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