Zeyu Xue (薛泽宇)

Zeyu Xue (薛泽宇)

Ph.D Candidate > (Integrated Circuit Science and Engineering)

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publications

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Releasing the Potential of Tensor Core for Unstructured SpMM using Tiled-CSR Format

Published in IEEE 41st International Conference on Computer Design (ICCD), 2023

Zeyu Xue, Mei Wen, Zhaoyun Chen, Yang Shi, Minjin Tang, Jianchao Yang and Zhongdi Luo. Releasing the potential of tensor core for unstructured spmm using tiled-csr format[C]. 2023 IEEE 41st International Conference on Computer Design (ICCD). IEEE, 2023: 457-464.

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MSA^2: An Efficient Sparsity-Aware Accelerator for Matrix Multiplication with Multi-core Systolic Arrays

Published in International Conference on Algorithms and Architectures for Parallel Processing, 2024

Recommended citation: Minjin Tang, Mei Wen, Junzhong Shen, Jingkui Yang, Zeyu Xue and Zili Shao. MSA2: An Efficient Sparsity-Aware Accelerator for Matrix Multiplication with Multi-core Systolic Arrays[C]. International Conference on Algorithms and Architectures for Parallel Processing. Singapore: Springer Nature Singapore, 2024: 263-282.
Download Paper | Download Slides

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MSA^2: An Efficient Sparsity-Aware Accelerator for Matrix Multiplication with Multi-core Systolic Arrays

Published in International Conference on Algorithms and Architectures for Parallel Processing, 2024

Minjin Tang, Mei Wen, Junzhong Shen, Jingkui Yang, Zeyu Xue and Zili Shao. MSA2: An Efficient Sparsity-Aware Accelerator for Matrix Multiplication with Multi-core Systolic Arrays[C]. International Conference on Algorithms and Architectures for Parallel Processing. Singapore: Springer Nature Singapore, 2024: 263-282.

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HyFiSS: A Hybrid Fidelity Stall-Aware Simulator for GPGPUs

Published in 57th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2024

Yang J, Wen M, Chen D, et al. HyFiSS: A Hybrid Fidelity Stall-Aware Simulator for GPGPUs[C]//2024 57th IEEE/ACM International Symposium on Microarchitecture (MICRO). IEEE, 2024: 168-185.

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SPSA: Exploring Sparse-Packing Computation on Systolic Arrays From Scratch

Published in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2025

Minjin Tang, Mei Wen, Jianchao Yang, Zeyu Xue and Junzhong Shen. SPSA: Exploring Sparse-Packing Computation on Systolic Arrays From Scratch[J]. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2025.

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SSpMM: Efficiently Scalable SpMM Kernels Across Multiple Generations of Tensor Cores

Published in IEEE Transactions on Parallel and Distributed Systems (TPDS), 2025

Recommended citation: Zeyu Xue, Mei Wen, Jianchao Yang, Minjin Tang, Zhongdi Luo, Jing Feng, Yang Shi, Zhaoyun Chen, Junzhong Shen and Johannes Langguth. SSpMM: Efficiently Scalable SpMM Kernels Across Multiple Generations of Tensor Cores[J]. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2025.
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SSpMM: Efficiently Scalable SpMM Kernels Across Multiple Generations of Tensor Cores

Published in IEEE Transactions on Parallel and Distributed Systems (TPDS), 2025

Zeyu Xue, Mei Wen, Jianchao Yang, Minjin Tang, Zhongdi Luo, Jing Feng, Yang Shi, Zhaoyun Chen, Junzhong Shen and Johannes Langguth. SSpMM: Efficiently Scalable SpMM Kernels Across Multiple Generations of Tensor Cores[J]. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2025.

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SwiftPrune: Hessian-Free Weight Pruning for Large Language Models

Published in Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025

Recommended citation: Yuhan Kang, Yang Shi, Mei Wen, Jun He, Jianchao Yang, Zeyu Xue, Jing Feng, and Xinwang Liu. SwiftPrune: Hessian-Free Weight Pruning for Large Language Models. The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP). ACL, 2025: 12868–12879.
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SwiftPrune: Hessian-Free Weight Pruning for Large Language Models

Published in Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025

Yuhan Kang, Yang Shi, Mei Wen, Jun He, Jianchao Yang, Zeyu Xue, Jing Feng, and Xinwang Liu. SwiftPrune: Hessian-Free Weight Pruning for Large Language Models. The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP). ACL, 2025: 12868–12879.

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DyGen: A Constant-Time Kernel Generator for Dynamic-Shape Neural Networks

Published in Design, Automation & Test in Europe Conference (DATE), 2026

Yuhan Kang, Wenrui Zhang, Dong Chen, Yang Shi, Jianchao Yang, Zeyu Xue, Jing Feng and Mei Wen. DyGen: A Constant-Time Kernel Generator for Dynamic-Shape Neural Networks[C]. 2026 Design, Automation & Test in Europe Conference (DATE). IEEE, 2026.

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PAG: An Automated Generation Framework for Precision-Scalable Accelerators

Published in IEEE/ACM 2026 International Conference on Computer-Aided Design (IEEE/ACM ICCAD 2026), 2026

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Bifrost: Unlocking Loop Nest Optimization for Spatial Accelerators via Decoupled Representation

Published in IEEE International Symposium on High-Performance Computer Architecture (HPCA2027), 2027

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teaching

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Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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Teaching experience 2

Workshop, University 1, Department, 2015