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Po-An Tsai

SDQ: Sparse Decomposed Quantization for LLM Inference

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Jun 19, 2024
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Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition

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Mar 12, 2024
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HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity

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May 22, 2023
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Demystifying Map Space Exploration for NPUs

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Oct 07, 2022
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Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling

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May 12, 2022
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Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators

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Sep 17, 2021
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Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search

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Mar 02, 2021
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