Muhammad Waqar Azhar

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 17

Top Topics

Efficient Inference

Multicore Processors

Top Venues

ACM Trans. Archit. Code Optim.

Publications

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) (2024)
Fareed Qararyah, Muhammad Waqar Azhar, Mohammad Ali Maleki, Pedro Trancoso
Fusing Depthwise and Pointwise Convolutions for Efficient Inference on GPUs. CoRR (2024)
Stavroula Zouzoula, Mohammad Ali Maleki, Muhammad Waqar Azhar, Pedro Trancoso
Scratchpad Memory Management for Deep Learning Accelerators. ICPP (2024)
Fareed Qararyah, Muhammad Waqar Azhar, Mohammad Ali Maleki, Pedro Trancoso
Fusing Depthwise and Pointwise Convolutions for Efficient Inference on GPUs. ICPP Workshops (2024)
Piyumal Ranawaka, Muhammad Waqar Azhar, Per Stenström
DNNOPT: A Framework for Efficiently Selecting On-chip Memory Loop Optimizations of DNN Accelerators. CF (2024)
Mateo Vázquez, Muhammad Waqar Azhar, Pedro Trancoso
Exploiting the Potential of Flexible Processing Units. SBAC-PAD (2023)
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)
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) (2023)
Muhammad Waqar Azhar, Stavroula Zouzoula, Pedro Trancoso
ARADA: Adaptive Resource Allocation for Improving Energy Efficiency in Deep Learning Accelerators. CF (2023)
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 (2023)
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)
Stavroula Zouzoula, Muhammad Waqar Azhar, Pedro Trancoso
RAINBOW: Multi-Dimensional Hardware-Software Co-Design for DL Accelerator On-Chip Memory. ISPASS (2023)
Fareed Qararyah, Muhammad Waqar Azhar, Pedro Trancoso
FiBHA: Fixed Budget Hybrid CNN Accelerator. SBAC-PAD (2022)
Mateo Vázquez Maceiras, Muhammad Waqar Azhar, Pedro Trancoso
VSA: A Hybrid Vector-Systolic Architecture. ICCD (2022)
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) (2022)
Muhammad Waqar Azhar, Miquel Pericàs, Per Stenström
SaC: Exploiting Execution-Time Slack to Save Energy in Heterogeneous Multicore Systems. ICPP (2019)
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) (2017)
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)
Muhammad Waqar Azhar, Tung Thanh Hoang, Per Larsson-Edefors
Cyclic Redundancy Checking (CRC) Accelerator for the FlexCore Processor. DSD (2010)