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ORCIDMuhammad Waqar Azhar
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2020 – today
- 2024
[j4]Fareed Qararyah
, Muhammad Waqar Azhar, Pedro Trancoso:
An Efficient Hybrid Deep Learning Accelerator for Compact and Heterogeneous CNNs. ACM Trans. Archit. Code Optim. 21(2): 25 (2024)- [c13]Piyumal Ranawaka, Muhammad Waqar Azhar, Per Stenström:
DNNOPT: A Framework for Efficiently Selecting On-chip Memory Loop Optimizations of DNN Accelerators. CF 2024 - [c12]Stavroula Zouzoula, Mohammad Ali Maleki, Muhammad Waqar Azhar, Pedro Trancoso:
Scratchpad Memory Management for Deep Learning Accelerators. ICPP 2024: 629-639 - [c11]Fareed Qararyah, Muhammad Waqar Azhar, Mohammad Ali Maleki, Pedro Trancoso:
Fusing Depthwise and Pointwise Convolutions for Efficient Inference on GPUs. ICPP Workshops 2024: 58-67 - [i2]Fareed Qararyah, Muhammad Waqar Azhar, Mohammad Ali Maleki, Pedro Trancoso:
Fusing Depthwise and Pointwise Convolutions for Efficient Inference on GPUs. CoRR abs/2404.19331 (2024) - 2023
- [j3]Muhammad Waqar Azhar, Madhavan Manivannan, Per Stenström:
Approx-RM: Reducing Energy on Heterogeneous Multicore Processors under Accuracy and Timing Constraints. ACM Trans. Archit. Code Optim. 20(3): 44:1-44:25 (2023) - [c10]Muhammad Waqar Azhar, Stavroula Zouzoula, Pedro Trancoso:
ARADA: Adaptive Resource Allocation for Improving Energy Efficiency in Deep Learning Accelerators. CF 2023: 63-72 - [c9]Kevin Mika, René Griessl, Nils Kucza, Florian Porrmann, Martin Kaiser, Lennart Tigges, Jens Hagemeyer, Pedro Trancoso, Muhammad Waqar Azhar, Fareed Qararyah, Stavroula Zouzoula, Jämes Ménétrey, Marcelo Pasin, Pascal Felber, Carina Marcus, Oliver Brunnegård, Olof Eriksson, Hans Salomonsson, Daniel Ödman, Andreas Ask, António Casimiro, Alysson Bessani, Tiago Carvalho, Karol Gugala, Piotr Zierhoffer, Grzegorz Latosinski, Marco Tassemeier, Mario Porrmann, Hans-Martin Heyn, Eric Knauss, Yufei Mao, Franz Meierhöfer:
VEDLIoT: Next generation accelerated AIoT systems and applications. CF 2023: 291-296 - [c8]René Griessl, Florian Porrmann, Nils Kucza, Kevin Mika, Jens Hagemeyer, Martin Kaiser, Mario Porrmann, Marco Tassemeier, Marcel Flottmann, Fareed Qararyah, Muhammad Waqar Azhar, Pedro Trancoso, Daniel Ödman, Karol Gugala, Grzegorz Latosinski:
Evaluation of heterogeneous AIoT Accelerators within VEDLIoT. DATE 2023: 1-6 - [c7]Stavroula Zouzoula, Muhammad Waqar Azhar, Pedro Trancoso:
RAINBOW: Multi-Dimensional Hardware-Software Co-Design for DL Accelerator On-Chip Memory. ISPASS 2023: 352-354 - [c6]Mateo Vázquez, Muhammad Waqar Azhar, Pedro Trancoso:
Exploiting the Potential of Flexible Processing Units. SBAC-PAD 2023: 34-45 - [i1]Kevin Mika, René Griessl, Nils Kucza, Florian Porrmann, Martin Kaiser, Lennart Tigges, Jens Hagemeyer, Pedro Trancoso, Muhammad Waqar Azhar, Fareed Qararyah, Stavroula Zouzoula, Jämes Ménétrey, Marcelo Pasin, Pascal Felber, Carina Marcus, Oliver Brunnegård, Olof Eriksson, Hans Salomonsson, Daniel Ödman, Andreas Ask, António Casimiro, Alysson Bessani, Tiago Carvalho, Karol Gugala, Piotr Zierhoffer, Grzegorz Latosinski, Marco Tassemeier, Mario Porrmann, Hans-Martin Heyn, Eric Knauss, Yufei Mao, Franz Meierhöfer:
VEDLIoT - Next generation accelerated AIoT systems and applications. CoRR abs/2305.05388 (2023) - 2022
- [j2]Muhammad Waqar Azhar, Miquel Pericàs, Per Stenström:
Task-RM: A Resource Manager for Energy Reduction in Task-Parallel Applications under Quality of Service Constraints. ACM Trans. Archit. Code Optim. 19(1): 11:1-11:26 (2022) - [c5]Mateo Vázquez Maceiras, Muhammad Waqar Azhar, Pedro Trancoso:
VSA: A Hybrid Vector-Systolic Architecture. ICCD 2022: 368-376 - [c4]Fareed Qararyah, Muhammad Waqar Azhar, Pedro Trancoso:
FiBHA: Fixed Budget Hybrid CNN Accelerator. SBAC-PAD 2022: 180-190
2010 – 2019
- 2019
- [c3]Muhammad Waqar Azhar, Miquel Pericàs, Per Stenström:
SaC: Exploiting Execution-Time Slack to Save Energy in Heterogeneous Multicore Systems. ICPP 2019: 26:1-26:12 - 2017
- [j1]Muhammad Waqar Azhar, Per Stenström, Vassilis Papaefstathiou:
SLOOP: QoS-Supervised Loop Execution to Reduce Energy on Heterogeneous Architectures. ACM Trans. Archit. Code Optim. 14(4): 41:1-41:25 (2017) - 2012
- [c2]Muhammad Waqar Azhar, Magnus Själander, Hasan Ali, Akshay Vijayashekar, Tung Thanh Hoang, Kashan Khurshid Ansari, Per Larsson-Edefors:
Viterbi Accelerator for Embedded Processor Datapaths. ASAP 2012: 133-140 - 2010
- [c1]Muhammad Waqar Azhar, Tung Thanh Hoang, Per Larsson-Edefors:
Cyclic Redundancy Checking (CRC) Accelerator for the FlexCore Processor. DSD 2010: 675-680
Coauthor Index
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