zkLLM: Zero Knowledge Proofs for Large Language Models
Haochen Sun, J. Li, Change Institutions to: University of Waterloo
Abstract
The recent surge in artificial intelligence (AI), characterized by the prominence of large language models (LLMs), has ushered in fundamental transformations across the globe. However, alongside these advancements, concerns surrounding the legitimacy of LLMs have grown, posing legal challenges to their extensive applications. Compounding these concerns, the parameters of LLMs are often treated as intellectual property, restricting direct investigations.
Topics & Concepts
Zero-knowledge proofComputer scienceMathematical proofZero (linguistics)Programming languageMathematicsLinguisticsAlgorithmPhilosophyCryptographyGeometryTopic ModelingNatural Language Processing TechniquesMachine Learning and Algorithms