Wen-Mei W Hwu

Search results

• 2024

  Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses

  Park, J. B., Mailthody, V. S., Qureshi, Z. & Hwu, W. M., 2024, In: Proceedings of the VLDB Endowment. 17, 6, p. 1227-1240 14 p.

  Research output: Contribution to journal › Conference article › peer-review

  Open Access

  • Aggregation Behavior 100%
  • Graph Operations 100%
  • Sampling Operations 100%
  • Neural Network Framework 100%
  • Graph Neural Network 100%

• Determining optimal channel partition for 2:4 fine grained structured sparsity

  Mahajan, M., Hwu, W. M. & Nagi, R., Dec 2024, In: Optimization Letters. 18, 9, p. 2079-2090 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Deep Neural Network 100%
  • Optimal Channels 100%
  • Channel Partition 100%
  • Structured Sparsity 100%
  • Sparsity 100%

• GMT: GPU Orchestrated Memory Tiering for the Big Data Era

  Chang, C. H., Mailthody, V. S., Han, J., Qureshi, Z., Sivasubramaniam, A. & Hwu, W. M., Apr 27 2024, Fall Cycle. Association for Computing Machinery, p. 464-478 15 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • GPU Memory 100%
  • Big Data Era 100%
  • Big Data 100%
  • Directly Access 100%
  • Host Memory 50%

• Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures

  Wu, K., Hidayetoğlu, M., Song, X., Huang, S., Zheng, D., Nisa, I. & Hwu, W. M., Apr 27 2024, Fall Cycle. Association for Computing Machinery, p. 528-544 17 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Programming Framework 100%
  • GPU Architecture 100%
  • Compiler Framework 100%
  • Relational Graph 100%
  • Graph Neural Network 100%

• Optimizing ASCON Permutation in Multi-Clock Domains with Chisel: Resource Efficiency and Critical Path Reduction

  El-Hadedy, M., Hua, R., Yoshii, K. & Hwu, W. M., 2024, Proceedings of the 17th IEEE Dallas Circuits and Systems Conference, DCAS 2024. Institute of Electrical and Electronics Engineers Inc., (Proceedings of the 17th IEEE Dallas Circuits and Systems Conference, DCAS 2024).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Resource Efficiency 100%
  • Clock Domain 100%
  • Multi-clock 100%
  • Path Reduction 100%
  • Ascon 100%

• Reconfigurable crypto-processor

  Aly, M. E. (Inventor), Hwu, W.-M. W. (Inventor) & Skadron, K. (Inventor), May 7 2024, U.S. Patent No. 11977883, Sep 24 2021

  Research output: Patent

  • Reconfigurable 100%
  • Rotator 100%
  • Arithmetic Logic Unit 100%
  • Cryptographic Processor 100%
  • Neural Network 100%

• Securing the Internet of Medical Things (IoMT) with K3S and Hybrid Cryptography: Integrating Post-Quantum Approaches for Enhanced Embedded System Security

  Ei-Hadedy, M., Ankunda, P. V., Ung, J. & Hwu, W. M., 2024, Proceedings of the 17th IEEE Dallas Circuits and Systems Conference, DCAS 2024. Institute of Electrical and Electronics Engineers Inc., (Proceedings of the 17th IEEE Dallas Circuits and Systems Conference, DCAS 2024).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Hybrid Cryptography 100%
  • Internet of Medical Things 100%
  • Quantum Threat 20%
  • Post-quantum Cryptography 20%
  • Kyber 20%
• 2023

  Abstract meaning representation parsing with graph translation

  Wu, L. (Inventor), Jinjun, X. (Inventor), Gong, H. (Inventor), Bhat, S. P. (Inventor) & Hwu, W.-M. W. (Inventor), Jul 18 2023, U.S. Patent No. 11704486, Dec 1 2020

  Research output: Patent

  • Neural Network 100%
  • Parsing 100%
  • Nodes 100%
  • Graph Translation 100%
  • Syntactics 66%

• BEEP: Balanced Efficient subgraph Enumeration in Parallel

  Kawtikwar, S., Almasri, M., Hwu, W. M., Nagi, R. & Xiong, J., Aug 7 2023, 52nd International Conference on Parallel Processing, ICPP 2023 - Main Conference Proceedings. Association for Computing Machinery, p. 142-152 11 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Enumerator 100%
  • Subgraph Enumeration 100%
  • Subgraphs 100%
  • Depth-first Search 60%
  • Experimental Result 25%

• BLTESTI: Benchmarking Lightweight TinyJAMBU on Embedded Systems for Trusted IoT

  El-Hadedy, M., Hua, R., Saqib, S., Yoshii, K., Hwu, W. M. & Margala, M., 2023, Proceedings - 2023 IEEE 36th International System-on-Chip Conference, SOCC 2023. Becker, J., Marshall, A., Harbaum, T., Ganguly, A., Siddiqui, F. & McLaughlin, K. (eds.). IEEE Computer Society, (International System on Chip Conference; vol. 2023-September).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Embedded Systems 100%
  • TinyJAMBU 100%
  • Benchmarking 100%
  • Internet of Things 100%
  • Cryptographic Algorithm 80%

• Can Language Models Be Specific? How?

  Huang, J., Chang, K. C. C., Xiong, J. & Hwu, W. M., 2023, Findings of the Association for Computational Linguistics, ACL 2023. Association for Computational Linguistics (ACL), p. 716-727 12 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Language Model 100%
  • Pre-trained Language Model 100%
  • Language Modeling 100%
  • Pre-Trained Language Models 100%
  • Canada 33%

• FSSD: FPGA-Based Emulator for SSDs

  Yu, L., Lu, Y., Mandava, M., Richter, E., Mailthody, V. S., Min, S. W., Hwu, W. M. & Chen, D., 2023, Proceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023. Mentens, N., Mentens, N., Sousa, L., Trancoso, P., Papadopoulou, N. & Sourdis, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 101-108 8 p. (Proceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • FPGA-based 100%
  • Emulator 100%
  • Solid State Drive 100%
  • Microarchitecture 27%
  • Latency 27%

• GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture

  Qureshi, Z., Mailthody, V. S., Gelado, I., Min, S., Masood, A., Park, J., Xiong, J., Newburn, C. J., Vainbrand, D., Chung, I. H., Garland, M., Dally, W. & Hwu, W. M., Jan 27 2023, ASPLOS 2023 - Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems. Aamodt, T. M., Jerger, N. E. & Swift, M. (eds.). Association for Computing Machinery, p. 325-339 15 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS; vol. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • High-throughput 100%
  • Graphics Processing Unit 100%
  • On Demand 100%
  • System Architecture 100%
  • High Throughput 100%

• IGB: Addressing the Gaps in Labeling, Features, Heterogeneity, and Size of Public Graph Datasets for Deep Learning Research

  Khatua, A., Mailthody, V. S., Taleka, B., Ma, T., Song, X. & Hwu, W. M., Aug 6 2023, KDD 2023 - Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 4284-4295 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Illinois 100%
  • Learning Research 100%
  • Deep Learning 100%
  • Graph Datasets 100%
  • Graph Benchmark 100%

• Learning from Prof. Iyer: One Conversation at a Time

  Hwu, W. M., 2023, System Dependability and Analytics: Approaching System Dependability from Data, System and Analytics Perspectives. Wang, L., Pattabiraman, K., Di Martino, C., Athreya, A. & Bagchi, S. (eds.). Springer, p. 431-433 3 p. (Springer Series in Reliability Engineering).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Illinois 100%
  • Role Models 100%
  • Associate Professor 100%
  • Electrical Engineering 100%
  • Computer Engineering 100%

• Parallelizing Maximal Clique Enumeration on GPUs

  Almasri, M., Chang, Y. H., Hajj, I. E., Nagi, R., Xiong, J. & Hwu, W. M., 2023, Proceedings - 2023 32nd International Conference on Parallel Architecture and Compilation Techniques, PACT 2023. Institute of Electrical and Electronics Engineers Inc., p. 162-175 14 p. (Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Parallelizing 100%
  • Maximal Clique Enumeration 100%
  • Maximal Clique 100%
  • High Mass Loading 16%
  • Single GPU 16%

• RackBlox: A Software-Defined Rack-Scale Storage System with Network-Storage Co-Design

  Reidys, B., Xue, Y., Li, D., Sukhwani, B., Hwu, W. M., Chen, D., Asaad, S. & Huang, J., Oct 23 2023, SOSP 2023 - Proceedings of the 29th ACM Symposium on Operating Systems Principles. Association for Computing Machinery, p. 182-199 18 p. (SOSP 2023 - Proceedings of the 29th ACM Symposium on Operating Systems Principles).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Storage System 100%
  • Network Storage 100%
  • Software-defined Networking 100%
  • Software-defined 100%
  • Rack-scale 100%

• RECO-ASCON: Reconfigurable ASCON hash functions for IoT applications

  El-Hadedy, M., Guo, X., Yoshii, K., Cai, Y., Herndon, R., Banta, B. & Hwu, W. M., Nov 2023, In: Integration. 93, 102061.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Reconfigurable 100%
  • Hash Function 100%
  • Internet of Things Applications 100%
  • Ascon 100%
  • Internet of Things 100%

• RECO-LFSR: Reconfigurable Low-power Cryptographic processor based on LFSR for Trusted IoT platforms

  El-Hadedy, M., Hua, R., Yoshii, K., Hwu, W. M. & Margala, M., 2023, Proceedings of the 24th International Symposium on Quality Electronic Design, ISQED 2023. IEEE Computer Society, (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2023-April).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Low Power 100%
  • Reconfigurable 100%
  • Cryptographic Processor 100%
  • IoT Devices 100%
  • TinyJAMBU 100%
• 2022

  A Compiler Framework for Optimizing Dynamic Parallelism on GPUs

  Olabi, M. G., Luna, J. G., Mutlu, O., Hwu, W. M. & Hajj, I. E., 2022, CGO 2022 - Proceedings of the 2022 IEEE/ACM International Symposium on Code Generation and Optimization. Lee, J. W., Hack, S. & Shpeisman, T. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1-13 13 p. (CGO 2022 - Proceedings of the 2022 IEEE/ACM International Symposium on Code Generation and Optimization).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Compiler Framework 100%
  • Dynamic Parallelism 100%
  • Nested Parallelism 40%
  • Compiler 30%
  • Small Grid 20%

• An efficient GPU implementation and scaling for higher-order 3D stencils

  Anjum, O., Almasri, M., de Gonzalo, S. G. & Hwu, W. M., Mar 2022, In: Information Sciences. 586, p. 326-343 18 p.

  Research output: Contribution to journal › Article › peer-review

  • High-order 100%
  • GPU Implementation 100%
  • Stencil 100%
  • 3D Stencil 100%
  • Shared Memories 100%

• Compute architecture and scheduling

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 69-92 24 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Streaming multiprocessor 100%
  • multi-processor 100%
  • Programmer 50%
  • Limited Resources 50%
  • Control Effect 50%

• Conclusion and outlook

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 515-518 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Parallel Programming 100%
  • New Innovations 100%

• Convolution: An introduction to constant memory and caching

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 151-171 21 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Constant Memory 100%
  • Caching 100%
  • DRAM Access 100%
  • Two-dimensional Convolution 100%
  • Dimensional Convolution 100%

• DEER: Descriptive Knowledge Graph for Explaining Entity Relationships

  Huang, J., Zhu, K., Chang, K. C. C., Xiong, J. & Hwu, W. M., 2022, p. 6686-6698. 13 p.

  Research output: Contribution to conference › Paper › peer-review

  • Entity Relationship 100%
  • Knowledge Graph 100%
  • Descriptive Knowledge 100%
  • Machine Learning 100%
  • Annotation 50%

• Exploring HW/SW Co-Design for Video Analysis on CPU-FPGA Heterogeneous Systems

  Zhang, X., Ma, Y., Xiong, J., Hwu, W. M., Kindratenko, V. & Chen, D., Jun 1 2022, In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 41, 6, p. 1606-1619 14 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Video Analysis 100%
  • Heterogeneous Systems 100%
  • CPU-FPGA 100%
  • HW-SW Co-design 100%
  • Participatory Design 100%

• Graph Neural Network Training and Data Tiering

  Min, S. W., Wu, K., Hidayetoǧlu, M., Xiong, J., Song, X. & Hwu, W. M., Aug 14 2022, KDD 2022 - Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 3555-3565 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Network Data 100%
  • Neural Network Training 100%
  • Graph Neural Network 100%
  • Storage Tiering 100%
  • Multi-GPU 28%

• Introduction

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 1-20 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Parallelization 100%
  • Parallel Algorithm 100%
  • Multicore Processors 100%
  • Latency 100%
  • Parallel Programming 100%

• Iterative magnetic resonance imaging reconstruction

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 391-414 24 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Parallelization 100%
  • Magnetic Resonance Image Reconstruction 100%
  • Array Element 100%
  • Optimization Technique 100%
  • Reconstruction 100%

• Memory architecture and data locality

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 93-121 29 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Memory Access 100%
  • Memory Data 100%
  • Data Locality 100%
  • Memory Bound 100%
  • Matrix multiplication 100%

• MemXCT: Design, Optimization, Scaling, and Reproducibility of X-Ray Tomography Imaging

  Hidayetoglu, M., Bicer, T., de Gonzalo, S. G., Ren, B., Gursoy, D., Kettimuthu, R., Foster, I. T. & Hwu, W. M. W., Sep 1 2022, In: IEEE Transactions on Parallel and Distributed Systems. 33, 9, p. 2014-2031 18 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Design Optimization 100%
  • Tomography Imaging 100%
  • X-ray Computed Tomography (X-CT) 100%
  • Memory-based 100%
  • Reconstruction 100%

• Multidimensional grids and data

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 47-68 22 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Multidimensional Grids 100%
  • Multidimensional Data 100%
  • Two Dimensional Images 100%
  • CUD A 100%
  • Dimensional Image 100%

• Open Relation Modeling: Learning to Define Relations between Entities

  Huang, J., Chang, K. C. C., Xiong, J. & Hwu, W. M., 2022, ACL 2022 - 60th Annual Meeting of the Association for Computational Linguistics, Findings of ACL 2022. Muresan, S., Nakov, P. & Villavicencio, A. (eds.). Association for Computational Linguistics (ACL), p. 297-308 12 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Modelling Learning 100%
  • Pre-trained Language Model 100%
  • Relation Modeling 100%
  • Pre-Trained Language Models 100%
  • Reasoning Path 66%

• Parallel histogram: An introduction to atomic operations and privatization

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 191-210 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Histogram 100%
  • Privatization 100%
  • Atomic Operations 100%
  • Atomic Operation 100%
  • Optimization Techniques 25%

• Parallel K-clique counting on GPUs

  Almasri, M., Hajj, I. E., Nagi, R., Xiong, J. & Hwu, W. M., Jun 28 2022, Proceedings of the 36th ACM International Conference on Supercomputing, ICS 2022. Association for Computing Machinery, 21. (Proceedings of the International Conference on Supercomputing).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Parallelization 100%
  • Clique Counting 100%
  • Level Parallelism 66%
  • Load Imbalance 66%
  • Tree Search 33%

• Parallel programming and computational thinking

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 433-446 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Parallel Programming 100%
  • Computational Thinking 100%
  • Problem Decomposition 100%
  • Programming Thinking 100%
  • Programmer 50%

• PARSEC: PARallel Subgraph Enumeration in CUDA

  Dodeja, V., Almasri, M., Nagi, R., Xiong, J. & Hwu, W. M., 2022, Proceedings - 2022 IEEE 36th International Parallel and Distributed Processing Symposium, IPDPS 2022. Institute of Electrical and Electronics Engineers Inc., p. 168-178 11 p. (Proceedings - 2022 IEEE 36th International Parallel and Distributed Processing Symposium, IPDPS 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • CUD A 100%
  • Subgraph Enumeration 100%
  • Depth-first Traversal 100%
  • Subgraphs 100%
  • Memory Requirements 66%

• Performance considerations

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 123-147 25 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Performance Optimization 100%
  • Memory Architecture 100%
  • Granularity 100%
  • Memory Latency 100%
  • Related Performance 100%

• Preface

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. xvii-xxv

  Research output: Chapter in Book/Report/Conference proceeding › Foreword/postscript

  Open Access

• Programming Massively Parallel Processors: A Hands-on Approach, Fourth Edition

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Elsevier. 551 p.

  Research output: Book/Report/Conference proceeding › Book

  • Parallel Programming 100%
  • Fourth Edition 100%
  • Hands-on Approach 100%
  • Massively Parallel Processor 100%
  • Parallel Program 100%

• RECO-HCON: A High-Throughput Reconfigurable Compact ASCON Processor for Trusted IoT

  Wei, X., El-Hadedy, M., Mosanu, S., Zhu, Z., Hwu, W. M. & Guo, X., 2022, Proceedings - 2022 IEEE 35th International System-on-Chip Conference, SOCC 2022. Sezer, S., Buchner, T., Becker, J., Marshall, A., Siddiqui, F., Harbaum, T. & McLaughlin, K. (eds.). IEEE Computer Society, (International System on Chip Conference; vol. 2022-September).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • High-throughput 100%
  • Reconfigurable 100%
  • Ascon 100%
  • High Throughput 100%
  • Internet of Things 100%

• Reduction: And minimizing divergence

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 211-233 23 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • High Performance 100%
  • Divergence 100%
  • Optimization Techniques 100%
  • Parallelizing 100%
  • Shared Memory 100%

• Sparse matrix computation

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 311-329 19 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Sparse Matrices 100%
  • Sparse Matrix Computation 100%
  • Sparse Matrix 100%
  • Matrix Computation 100%
  • Regularization 100%

• Stencil

  Hwu, W. M. W., Kirk, D. B. & Hajj, I. E., Jan 1 2022, Programming Massively Parallel Processors: a Hands-on Approach, Fourth Edition. Elsevier, p. 173-189 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Dimensional Image 100%
  • Stencil 100%
  • Two Dimensional 100%
  • Coarsening 100%
  • Approximation (Algorithm) 50%

• Understanding Jargon: Combining Extraction and Generation for Definition Modeling

  Huang, J., Shao, H., Chang, K. C. C., Xiong, J. & Hwu, W. M., 2022, p. 3994-4004. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  • Twin Primes 100%
  • Definition Modelling 100%
  • Domain Knowledge 100%
  • State-of-the-art Models 33%
  • Quality Definition 33%
• 2021

  Accelerating Fourier and Number Theoretic Transforms using Tensor Cores and Warp Shuffles

  Durrani, S., Chughtai, M. S., Hidayetoglu, M., Tahir, R., Dakkak, A., Rauchwerger, L., Zaffar, F. & Hwu, W. M., 2021, Proceedings - 30th International Conference on Parallel Architectures and Compilation Techniques, PACT 2021. Lee, J. & Cohen, A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 345-355 11 p. (Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT; vol. 2021-September).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Fourier 100%
  • Discrete Fourier Transform 100%
  • Warp Shuffle 100%
  • Tensor Cores 100%
  • Number Theoretic Transform 100%

• A Study on Soft-Core Processor Configurations for Embedded Cryptography Applications

  Kueffler, B., Hwu, W. M. & El-Hadedy, M., 2021, Proceedings of the Future Technologies Conference, FTC 2020, Volume 3. Arai, K., Kapoor, S. & Bhatia, R. (eds.). Springer, p. 796-809 14 p. (Advances in Intelligent Systems and Computing; vol. 1290).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Soft-core Processor 100%
  • Embedded Cryptography 100%
  • Rivest-Shamir-Adleman Algorithm 100%
  • Core Processor 100%
  • Rivest Shamir Adleman Algorithm 100%

• Edge Crypt-Pi: Securing Internet of Things with Light and Fast Crypto-Processor

  El-Hadedy, M., Guo, X., Skadron, K. & Hwu, W. M., 2021, Proceedings of the Future Technologies Conference, FTC 2020, Volume 3. Arai, K., Kapoor, S. & Bhatia, R. (eds.). Springer, p. 749-761 13 p. (Advances in Intelligent Systems and Computing; vol. 1290).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Crypt 100%
  • Crypto 100%
  • Cryptographic Processor 100%
  • Internet of Things 100%
  • Maximum Frequency 66%

• Efficient Methods for Mapping Neural Machine Translator on FPGAs

  Li, Q., Zhang, X., Xiong, J., Hwu, W. M. & Chen, D., Jul 1 2021, In: IEEE Transactions on Parallel and Distributed Systems. 32, 7, p. 1866-1877 12 p., 9309170.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Neural Machine Translation 100%
  • Neural Machine Translator 100%
  • Field Programmable Gate Arrays 100%
  • Machine Translation 100%
  • Real Life 60%

• Extending HLS with High-Level Descriptive Language for Configurable Algorithm-Level Spatial Structure Design

  Wang, C., Huang, S., Hwu, W. M. & Chen, D., May 2021, Proceedings - 29th IEEE International Symposium on Field-Programmable Custom Computing Machines, FCCM 2021. Institute of Electrical and Electronics Engineers Inc., p. 261 1 p. 9443656. (Proceedings - 29th IEEE International Symposium on Field-Programmable Custom Computing Machines, FCCM 2021).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Spatial Structure 100%
  • High-level Synthesis 100%
  • Structure Design 100%
  • Descriptive Language 100%
  • Algorithmic Level 100%