Ruixiang Tang

Deep Serial Number: Computational Watermarking for DNN Intellectual Property Protection

2020 · arXiv (Cornell University)

In this paper, we present DSN (Deep Serial Number), a simple yet effective watermarking algorithm designed specifically for deep neural networks (DNNs). Unlike traditional methods that incorporate identification signals into DNNs, our approach explores a …

Disentangling Memory and Reasoning Ability in Large Language Models

2024 · arXiv (Cornell University)

Large Language Models (LLMs) have demonstrated strong performance in handling complex tasks requiring both extensive knowledge and reasoning abilities. However, the existing LLM inference pipeline operates as an opaque process without explicit separation between knowledge …