All Stories

  1. Move the Roof: Model-driven Methodology for Designing Efficient Deep Learning Architectures

    Article • March 2026, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar, Professor Leonel Sousa

  2. Simulation of Quantum Computers: Review and Acceleration Opportunities

    Article • ACM Transactions on Quantum Computing, September 2025, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  3. Scratchpad Memory Management for Deep Learning Accelerators

    Article • August 2024, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  4. Fusing Depthwise and Pointwise Convolutions for Efficient Inference on GPUs

    Article • August 2024, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  5. DNNOPT: A Framework for Efficiently Selecting On-chip Memory Loop Optimizations of DNN Accelerators

    Article • May 2024, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  6. An Efficient Hybrid Deep Learning Accelerator for Compact and Heterogeneous CNNs

    Article • ACM Transactions on Architecture and Code Optimization, January 2024, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  7. Approx-RM: Reducing Energy on Heterogeneous Multicore processors under Accuracy and Timing Constraints

    Article • ACM Transactions on Architecture and Code Optimization, June 2023, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  8. VEDLIoT

    Article • May 2023, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar, Jämes Ménétrey, Eric Knauss, Alysson Bessani

  9. ARADA

    Article • May 2023, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  10. FiBHA: Fixed Budget Hybrid CNN Accelerator

    Article • November 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Muhammad Waqar Azhar

  11. VSA: A Hybrid Vector-Systolic Architecture

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Muhammad Waqar Azhar

  12. Task-RM: A Resource Manager for Energy Reduction in Task-Parallel Applications under Quality of Service Constraints

    Article • ACM Transactions on Architecture and Code Optimization, March 2022, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  13. SaC

    Article • August 2019, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  14. SLOOP

    Article • ACM Transactions on Architecture and Code Optimization, December 2017, ACM (Association for Computing Machinery)

    Dr Muhammad Waqar Azhar

  15. Viterbi Accelerator for Embedded Processor Datapaths

    Article • July 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Muhammad Waqar Azhar

  16. Cyclic Redundancy Checking (CRC) Accelerator for the FlexCore Processor

    Article • September 2010, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Muhammad Waqar Azhar