researcher

Tianyi Zhou

University of Maryland

32 papers hereh-index 336k citations83 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position

first author3
middle author26
last author1

Across the 30 of 32 papers where every author was matched, so the position is known.

fields

affiliations

University of Maryland
University of Washington
University of Technology, Sydney
Nanyang Technological University

Homepage

same name

Tianyi Zhou — 32 papers, h 11
Tianyi Zhou — 14 papers, h 16
Tianyi Zhou — 13 papers, h 11
Tianyi Zhou — 11 papers, h 9
Tianyi Zhou — 11 papers, h 10
Tianyi Zhou — 10 papers, h 7

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity

20112023

most citedMulti-Center Federated Learning: Clients Clustering for Better Personalization

300 citations · 524 across the 22 of their papers we have counts for

collaborators

Showing 2023 · cs.LGShow all

3 papers · 2 filters

cs.LG2023

Structured Cooperative Learning with Graphical Model Priors

Shuangtong Li, Tianyi Zhou, Xinmei Tian +1

We study how to train personalized models for different tasks on decentralized devices with limited local data. We propose "Structured Cooperative Learning (SCooL)", in which a coo…

cs.LG2023★ 2 cited

Eigensubspace of Temporal-Difference Dynamics and How It Improves Value Approximation in Reinforcement Learning

Qiang He, Tianyi Zhou, Meng Fang +1

We propose a novel value approximation method, namely Eigensubspace Regularized Critic (ERC) for deep reinforcement learning (RL). ERC is motivated by an analysis of the dynamics o…

cs.LG2023★ 1 cited

Does Continual Learning Equally Forget All Parameters?

Haiyan Zhao, Tianyi Zhou, Guodong Long +2

Distribution shift (e.g., task or domain shift) in continual learning (CL) usually results in catastrophic forgetting of neural networks. Although it can be alleviated by repeatedl…