Publications

Accelerating Fourier and Number Theoretic Transforms using Tensor Cores and Warp Shuffles. PACT, 2021.

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FFT Blitz: the Tensor Cores Strike Back. PPoPP, 2021.

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★ The Design and Implementation of a Scalable DL Benchmarking Platform. CLOUD, 2020.

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DLSpec: A Deep Learning Task Exchange Specification. USENIX OpML, 2020.

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MLModelScope: A Distributed Platform for Model Evaluation and Benchmarking at Scale. In ArXiv, 2020.

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★ XSP: Across-Stack Profiling and Analysis of Machine Learning Models on GPUs. IPDPS, 2020.

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The Design and Implementation of the Wolfram Language Compiler. CGO, 2020.

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MLModelScope: Evaluate and Introspect Cognitive Pipelines. SERVICES, 2019.

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Challenges and Pitfalls of Reproducing Machine Learning Artifacts. In ArXiv, 2019.

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Accelerating Reduction and Scan Using Tensor Core Units. ICS, 2019.

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★ Evaluating Characteristics of CUDA Communication Primitives on High-Bandwidth Interconnects. In ICPE, 2019.

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Accelerating Reduction Using Tensor Core Units. HPCaML, 2019.

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SCOPE: C3SR Systems Characterization and Benchmarking Framework. In ArXiv, 2018.

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