16 citations · 24 across the 7 of their papers we have counts for
7 papers
Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning
Pengyu Li, Zhitao Gao, Lingling Zhang +5
Unified multimodal models (UMMs) interleave generated ''visual thoughts'' (VTs) with text reasoning to improve spatial tasks. This incurs roughly an order-of-magnitude inference co…
DataCI: A Platform for Data-Centric AI on Streaming Data
Huaizheng Zhang, Yizheng Huang, Yuanming Li
We introduce DataCI, a comprehensive open-source platform designed specifically for data-centric AI in dynamic streaming data settings. DataCI provides 1) an infrastructure with ri…
MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs
Huaizheng Zhang, Yuanming Li, Wencong Xiao +7
New architecture GPUs like A100 are now equipped with multi-instance GPU (MIG) technology, which allows the GPU to be partitioned into multiple small, isolated instances. This tech…
Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI
Yizheng Huang, Huaizheng Zhang, Yuanming Li +2
The success of today's AI applications requires not only model training (Model-centric) but also data engineering (Data-centric). In data-centric AI, active learning (AL) plays a v…
ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale
Yuanming Li, Huaizheng Zhang, Shanshan Jiang +3
AI engineering has emerged as a crucial discipline to democratize deep neural network (DNN) models among software developers with a diverse background. In particular, altering thes…
Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud
Huaizheng Zhang, Yuanming Li, Qiming Ai +4
Combining \underline{v}ideo streaming and online \underline{r}etailing (V2R) has been a growing trend recently. In this paper, we provide practitioners and researchers in multimedi…
MLModelCI: An Automatic Cloud Platform for Efficient MLaaS
Huaizheng Zhang, Yuanming Li, Yizheng Huang +3
MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services. The system leverages DevOps techniques to optimize,…