Yuanzhi Li

activity

20162024

most citedLoRA: Low-Rank Adaptation of Large Language Models

2.5k citations · 3.9k across the 24 of their papers we have counts for

collaborators

Showing math.OCShow all

2 papers · 1 filter

math.OC2016★ 9 cited

First Efficient Convergence for Streaming k-PCA: a Global, Gap-Free, and Near-Optimal Rate

Zeyuan Allen-Zhu, Yuanzhi Li

We study streaming principal component analysis (PCA), that is to find, in $O (d k)$ space, the top $k$ eigenvectors of a $d \times d$ hidden matrix $Σ$ with online vectors drawn…

math.OC2016★ 15 cited

Doubly Accelerated Methods for Faster CCA and Generalized Eigendecomposition

Zeyuan Allen-Zhu, Yuanzhi Li

We study $k$ -GenEV, the problem of finding the top $k$ generalized eigenvectors, and $k$ -CCA, the problem of finding the top $k$ vectors in canonical-correlation analysis. We propo…