activity
20202025
most citedMixNet: A Runtime Reconfigurable Optical-Electrical Fabric for Distributed Mixture-of-Experts Training

13 citations · 35 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2025

EmoHeal: An End-to-End System for Personalized Therapeutic Music Retrieval from Fine-grained Emotions

Xinchen Wan, Jinhua Liang, Huan Zhang

Existing digital mental wellness tools often overlook the nuanced emotional states underlying everyday challenges. For example, pre-sleep anxiety affects more than 1.5 billion peop…

cs.NI2025★ 13 cited

MixNet: A Runtime Reconfigurable Optical-Electrical Fabric for Distributed Mixture-of-Experts Training

Xudong Liao, Yijun Sun, Han Tian +13

Mixture-of-Expert (MoE) models outperform conventional models by selectively activating different subnets, named experts, on a per-token basis. This gated computation generates dyn…

cs.NI2024★ 2 cited

Towards Fair and Efficient Learning-based Congestion Control

Xudong Liao, Han Tian, Chaoliang Zeng +2

Recent years have witnessed a plethora of learning-based solutions for congestion control (CC) that demonstrate better performance over traditional TCP schemes. However, they fail…

cs.DC2021★ 8 cited

Design and Operation of Shared Machine Learning Clusters on Campus

Kaiqiang Xu, Decang Sun, Hao Wang +6

Amid the rapid advancements in large machine learning (ML) models, universities worldwide are investing substantial funds and efforts into GPU clusters. However, managing a shared…

cs.DC2020★ 12 cited

Domain-specific Communication Optimization for Distributed DNN Training

Hao Wang, Jingrong Chen, Xinchen Wan +7

Communication overhead poses an important obstacle to distributed DNN training and draws increasing attention in recent years. Despite continuous efforts, prior solutions such as g…