Binbin Gu

binbing [at] uci [dot] edu - GitHub

About

I am a final-year Ph.D. candidate in Computer Science and Engineering at the University of California, Irvine. My research focuses on developing innovative methods that enable computer systems to learn from diverse types of data while ensuring efficiency, privacy, and security. My interest lies in the application of zero-knowledge proofs, which I explore in various contexts such as blockchain, Web3, databases, IoT, and distributed systems. In addition to my work on zero-knowledge proofs, I design advanced machine learning algorithms aimed at learning from complex data structures. This includes applications in knowledge graphs, natural language understanding, multi-modal learning, generative AI and LLMs. My goal is to push the boundaries of what is possible in these fields, contributing to the development of more efficient, secure and intelligent systems.

Office Lab: DBH-2081

Advisor: Faisal Nawab

Research Interests

Machine Learning · Artifical Intelligience · Natural Language Processing · Zero Knowledge Proofs · Distributed Systems · IoT · Blockchain


Publications




Teaching

Beyond SQL Data Management (COMPSCI 122D), Machine Learning/Data Mining (COMPSCI 178), Project in AI (COMPSCI 175), Introduction to AI (COMPSCI 271P) at UCI.

Database Systems (CSE 180) at UCSC.


Service

ICDE 2023 Webmaster [Certificate]