Hi, I'm Tian Li

About Me

I am Tian Li (李恬 in Chinese), a second-year PhD student in Computer Science Department at Carnegie Mellon University working with Prof. Virginia Smith. I am broadly interested in large-scale machine learning, distributed optimization, and data-intensive systems. Prior to CMU, I received my B.S. in Computer Science and B.A. in Economics at Peking University in 2018.


CV

Research

All
Manuscripts
Conference Publications
Workshop Papers
Journal Articles

Also see:


Federated Optimization in Heterogeneous Networks
Tian Li, Anit Kumar Sahu, Maziar Sanjabi, Manzil Zaheer, Ameet Talwalkar, Virginia Smith
MLSys 2020
[Arxiv] [Code] [Slides] [Poster]
Fair Resource Allocation in Federated Learning
Tian Li, Maziar Sanjabi, Ahmad Beirami, Virginia Smith
ICLR 2020
[PDF][Code]
Federated Learning: Challenges, Methods, and Future Directions
Tian Li, Anit Kumar Sahu, Ameet Talwalkar, Virginia Smith
IEEE Signal Processing Magazine 2020
[Arxiv][Blog post]
Learning Context-aware Policies from Multiple Smart Homes via Federated Multi-Task Learning
Tianlong Yu, Tian Li, Yuqiong Sun, Susanta Nanda, Virginia Smith, Vyas Sekar, Srinivasan Seshan
IoTDI 2020
FedDANE: A Federated Newton-Type Method
Tian Li, Anit Kumar Sahu, Maziar Sanjabi, Manzil Zaheer, Ameet Talwalkar, Virginia Smith
Asilomar Conference on Signals, Systems and Computers 2019 (Invited Paper)
[Arxiv]
LEAF: A Benchmark for Federated Settings
Sebastian Caldas, Sai Meher Karthik Duddu, Peter Wu, Tian Li, Jakub Konecny, H. Brendan McMahan, Virginia Smith, Ameet Talwalkar
Federated Learning Workshop @ NeurIPS 2019
[Website][Arxiv]
Ease.ml: Towards Multitenant Resource Sharing for Machine Learning Workloads
Tian Li, Jie Zhong, Ji Liu, Wentao Wu, Ce Zhang
VLDB 2018
[PDF] [Arxiv]
CUTE: Query Knowledge Graphs by Tabular Examples
Zichen Wang*, Tian Li*, Yingxia Shao, Bin Cui
WAIM 2018 (demo)
[PDF] [Poster]
An Overreaction to the Broken Machine Learning Abstraction: The ease.ml Vision
Ce Zhang, Wentao Wu, Tian Li
HILDA Workshop @ SIGMOD 2017
[PDF]

Experiences

2018 -

Research Assistant at CMU working with professor Virginia Smith

2016 - 2018

Research Assistant at Data and Information Management Group working with professor Bin Cui

2017/10-2018/01

Research Intern at Internet Graphics Group working with Steve Lin

Summer 2017

Research Assistant at Systems Group working with professor Ce Zhang

Contact Me

tianli@cmu.edu

GHC 6507, 5000 Forbes Avenue
Pittsburgh, PA 15213