Muhammad Shafique

Muhammad Shafique
Univ.Prof. Dr.-Ing.
E-Mail
Phone +43 (1) 58801-18252
Fax +43 (1) 5880118297
Address



Vienna University of Technology
Institute of Computer Engineering
Embedded Computing Systems
Treitlstraße 3, 1040 Wien, Österreich

 

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  • 25.May.2019: Our paper "MACISH: Designing Approximate MAC Accelerators with Internal-Self-Healing" is accepted at the IEEE Access. Congratulations to Ghayoor and all the co-authors!

  • 13.May.2019: Our paper "MemGANs: Memory Management for Energy-Efficient Acceleration of Complex Computations in Hardware Architectures for Generative Adversarial Networks" is accepted at the ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED). Congratulations to Abdullah and all the co-authors!

  • 09.May.2019: Our paper "CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks" is accepted at the ICML 2019 Workshop on Uncertainty & Robustness in Deep Learning (UDL), at the 36th International Conference on Machine Learning (ICML). Congratulations to Alberto and all the co-authors!

  • 03.Apr.2019: Our two papers on Machine Learning Security are accepted at IEEE/ACM 25th Symposium on On-Line Testing and Robust System Design (IOLTS). Congratulations to Faiq and all the co-authors!

  • 14.Feb.2019: Our 4 papers are accepted for publications at the IEEE/ACM 56th Design Automation Conference (DAC). Congratulations to all the co-authors!

  • 11.Feb.2019: Our special session proposal "Reliable and Secure ML: Challenges across H/W and S/W Stacks"is accepted at the IEEE/ACM 56th Design Automation Conference (DAC).

  • 10.Dec.2018: Our TrojenZero work at the upcoming IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE) [Early Access Link: https://arxiv.org/abs/1812.02770] is in News: https://www.helpnetsecurity.com/2018/12/10/hardware-trojans/

  • 06.Nov.2018: Check our recent works on Robust and Energy-Efficient Machine Learning in our recent archive papers [Link: https://ti.tuwien.ac.at/ecs/people/shafique/publications].

  • 01.Nov.2018: Our 6 papers are accepted for publication in IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE), which will be held in March, 2019. Congratulations to all the co-authors!

  • Oct.2018: Our two papers are accepted for publication in ASP Journal of Low Power Electronics (JOLPE), Vol. 14, N° 4, December 2018 - Special Issue on "Machine Learning and Artificial Intelligence in Low Power Electronics". Congratulations to Abdullah, Sai, and all the co-authors!

  • Oct.2018: Prof. Shafique gave several talks on Robust Machine Learning at the HENP workshop @ ESWeek, at Politech. Turin and Politech. Milan in Italy.

  • 01.Oct.2018: Our paper “Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference” is accepted for publication in the 16th International Conference on Frontiers of Information Technology (FIT). Congratulations to Faiq and all the co-authors!

  • 16.Sep.2018: Our paper “HW/SW Co-Design and Co-Optimizations for Deep Learning” is accepted for publication at the Workshop on INTelligent Embedded Systems Architectures and Applications (INTESA), at the Embedded Systems Week (ESWeek), Italy. Congratulations to Alberto and all the authors!

  • 03.Sep.2018: Our paper “Hybrid Scratchpad Video Memory Architecture for Energy-Efficient Parallel HEVC” is accepted for publication in the IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). Congratulations to Felipe and all the authors!

  • 21.Aug.2018: Our paper “Towards Approximate Computing for Coarse-Grained Reconfigurable Architectures” is accepted for publication in the IEEE Micro. Congratulations to Omid and all the authors!

  • 17.Aug.2018: Our paper “SquASH: Approximate Square-Accumulate with Self-Healing” is accepted for publication in the IEEE Access Journal. Congratulations to Ghayoor and all the authors!

  • July-Aug.2018: Prof. Shafique gave several talks on Brain-Inspired Computing and Secure Machine Learning at NU-FAST, BAHRIA and RIPHAH universities in Pakistan.

  • 06.Jun.2018: Our paper “McSeVIC : A Model Checking Based Framework for Security Vulnerability Analysis of Integrated Circuits” is accepted for publication in the IEEE Access Journal. Congratulations to Imran and all the authors!

  • June.2018: Our student Aditya Manglik was selected for an Open Source Software development program funded by Google. His proposal was among the 1200 applicants selected from a pool of 7200 applications. He was also sponsored to present the project at the annual conference of GNOME Foundation held in Spain.

  • 15.Mar.2018: Our paper “PruNet: Class-Blind Pruning Method for Deep Neural Networks” is accepted for publication in the IJCNN 2018. Congratulations to Alberto and all the authors!

  • 12.Mar.2018: Our work on “Aging-aware Workload Management on Embedded GPU Under Process Variation” is in News "Keeping GPUs young" [Link: https://www.tuwien.ac.at/en/news/news_detail/article/125690/].

  • Feb.2018: Our IEEE Transactions on Computers paper “Aging-aware Workload Management on Embedded GPU Under Process Variation” (in collaboration with the University of California Irvine, USA) is featured in the Research Highlights of “Nature Electronics, February 2018 issue” under the title "Just about managing". [Link: https://www.nature.com/natelectron/volumes/1/issues/2].

  • Feb.2018: Our 3 papers are accepted for publications at the IEEE/ACM 55th Design Automation Conference (DAC).

  • Dec.2017: Prof. Shafique presented on "Enabling Extreme Energy-Efficiency through Brain-Inspired Computing Trends: From Approximate to Neural Processing" at the 15th Frontiers in Information Technology (FIT) Conference.

  • Dec.2017: Prof. Shafique presented about "Rebooting Computing – From Brain-Inspired Chips to Self-Aware Systems: The Road to Extreme Energy Efficiency & Robustness" at the National University of Science and Technology (NUST) and Information Technology University (ITU).

  • 03.Nov.2017: Our Special Session Proposal on "Next Generation Processors and Architectures for Deep Learning" is accepted for IEEE/ACM DATE Conference 2018.

  • 30.Oct.2017: Our Paper "Run-Time Adaptive Power-Aware Reliability Management for Many-Cores" is accepted for publication in IEEE Design & Test Magazine.

  • 24.Oct.2017: Our Paper "Adaptive Approximate Computing in Arithmetic Datapaths" is accepted for publication in IEEE Design & Test Magazine.

  • 16.Oct.2017: Our Workshop Proposal on "New Platforms for Future Cars: Current and Emerging Trends" is accepted for IEEE/ACM DATE Conference 2018

  • 25-29.Sep.2017: Prof. Shafique presented on the emerging robustness and low-power challenges and opportunities for CPS and IoT at the CPS Summer School, Alghero, Italy. [http://www.cpsschool.eu/]

  • 12.Sep.2017: Our Three papers at IEEE/ACM DAC received the HiPEAC 2017 Paper Awards. [https://www.hipeac.net/research/paper-awards/2017/]

  • 11.Sep.2017: Prof. Shafique serving as the ISVLSI 2018 Publicity Co-Chair

  • 11.Sep.2017: Prof. Shafique serving as a Judge of ASP-DAC 2018 Student Research Forum (SRF)

  • 10.Aug.2017: Guest Talk by Prof. Krishnendu Chakrabarty (Duke University, USA) on "Data-Driven Resiliency Solutions for Integrated Circuits and Systems". [http://www.informatik.tuwien.ac.at/aktuelles/1415]

  • 05.Jul.2017: Special Session Talk at ISVLSI 2017 on Energy-Efficient Adaptive Architectures for Machine Learning

  • 18.Jun.2017: Paper at IEEE/ACM Design Automation Conference (DAC) 2017 received the Best Paper Award Nomination

  • 08.Jun.2017: Prof. Shafique serving as the DATE 2018 Track-A1 Chair

  • 09.May.2017: Prof. Shafique serving as the HPCA 2018 Publicity Co-Chair

  • 27.Mar.2017: Two Papers at IEEE/ACM Design Automation and Test in Europe Conference (DATE) 2017 received the Best Paper Award Nomination

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  • 24.Oct.2016: Prof. Shafique serving as an External Program Committee Member at ISCA 2017

  • Nov.2016: Prof. Shafique serving as the DATE 2017 Track A1 Co-Chair