High Performance
Computing for
Artificial Intelligence

Where performance meets effiency, we are the HPC-AI Lab @NUS.
Who WE Are
We are a cutting-edge lab that integrates high performance computing seamlessly with deep learning. Topics of research interests encompass Machine Learning, High Performance Computing, Machine Learning Systems, Parallel and Distributed Systems, and AI Applications (e.g. CV, NLP, Biology). HPC-AI Lab @NUS is directed by Presidential Young Professor Yang You.
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NEWS

Neural Network Diffusion

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OpenDiT: An Easy, Fast and Memory-Efficient System for DiT Training and Inference

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SELECTED PUBLICATIONS

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Dynamic Tuning Towards Parameter and Inference Efficiency for ViT Adaptation

NeurIPS 2024
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SpeedLoader: An I/O Efficient Scheme for Heterogeneous and Distributed LLM Operation

NeurIPS 2024
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DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation

ICML 2024

PEOPLE

LAB OPENINGS

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