Ting Liu

Modeling and Optimizing the Scaling Performance in Distributed Deep Learning Training

Gareth Tyson, Ting Liu, Tianhao Miao, 2022, WWW.

Learning to Generate Image Embeddings with User-level Differential Privacy

Maxwell D. Collins, Florian Schroff, Sewoong Oh, 2022, 2211.10844.

An Empirical Study on Clustering Pretrained Embeddings: Is Deep Strictly Better?

Andrew C. Gallagher, Tyler R. Scott, M. Mozer, 2022, ArXiv.

Learning to Generate Image Embeddings with User-Level Differential Privacy

Maxwell D. Collins, Florian Schroff, Sewoong Oh, 2022, 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Improved Stock Price Movement Classification Using News Articles Based on Embeddings and Label Smoothing

Shaeke Salman, Xiuwen Liu, Ting Liu, 2023, ArXiv.

MD-Roofline: A Training Performance Analysis Model for Distributed Deep Learning

Ting Liu, Tianhao Miao, Qinghua Wu, 2022, 2022 IEEE Symposium on Computers and Communications (ISCC).