Paul R. Genssler

Frontiers in Edge AI with RISC-V: Hyperdimensional Computing vs. Quantized Neural Networks. Paul R. Genssler; Sandy A. Wasif; Miran Wael; Rodion Novkin and Hussam Amrouch. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’24), 2024.

In-Memory Acceleration of Hyperdimensional Genome Matching on Unreliable Emerging Technologies. Hamza E. Barkam; Sanggeon Yun; Paul R. Genssler; Che-Kai Liu; Zhuowen Zou; Hussam Amrouch and Mohsen Imani. (2024). DOI: https://doi.org/10.1109/TCSI.2024.3351966

Algorithm to Technology Co-Optimization for CiM-based Hyperdimensional Computing. Mahta Mayahinia; Simon Thomann; Paul R. Genssler; Christopher Münch; Hussam Amrouch and Mehdi B. Tahoori. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’24), 2024.

HDCircuit: Brain-inspired Hyperdimensional Computing for Circuit Recognition. Paul R. Genssler; Lilas Alrahis; Ozgur Sinanoglu and Hussam Amrouch. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’24), 2024.

WaSSaBi: Wafer Selection with Self-supervised Representations and Brain-inspired Active Learning. Karthik Pandaram; Paul R. Genssler and Hussam Amrouch. (2024). DOI: https://doi.org/10.1109/TCSI.2024.3357975

DropHD: Technology/Algorithm Co-design for Reliable Energy-efficient NVM-based Hyperdimensional Computing under Voltage Scaling. Paul R. Genssler; Mahta Mayahinia; Simon Thomann; Mehdi Tahoori and Hussam Amrouch. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’24), 2024.

Modeling and Predicting Transistor Aging under Workload Dependency using Machine Learning. Paul R. Genssler; Hamza E. Barkam; Karthik Pandaram; Mohsen Imani and Hussam Amrouch. (2023). DOI: https://doi.org/10.1109/TCSI.2023.3289325

FDSOI-based Analog Computing for Ultra-efficient Hamming Distance Similarity Calculation. Albi Mema; Simon Thomann; Paul R. Genssler and Hussam Amrouch. IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I) (2023). DOI: https://doi.org/10.1109/TCSI.2023.3267837

Learning-Oriented Reliability Improvement of Computing Systems From Transistor to Application Level. Behnaz Ranjbar; Florian Klemme; Paul R. Genssler; Hussam Amrouch; Jinhyo Jung; Shail Dave; Hwisoo So; Kyongwoo Lee; Aviral Shrivastava; Ji-Yung Lin; Pieter Weckx; Subrat Mishra; Francky Catthoor; Dwaipayan Biswas and Akash Kumar. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’23), Antwerp, Belgium, 2023.

Cryogenic Embedded System to Support Quantum Computing: From 5nm FinFET to Full Processor. Paul R. Genssler; Florian Klemme; Shivendra Singh Parihar; Sebastian Brandhofer; Girish Pahwa; Ilia Polian; Yogesh Singh Chauhan and Hussam Amrouch. IEEE Transactions on Quantum Engineering (2023). DOI: https://doi.org/10.1109/TQE.2023.3300833

Stress-resiliency of AI implementations on FPGAs. Jonas Krautter; Paul R. Genssler; Gloria Sepanta; Hussam Amrouch and Mehdi Tahoori. In International Conference on Field Programmable Logic and Applications (FPL), 2023.

Reliable Hyperdimensional Reasoning on Unreliable Emerging Technologies. Hamza Errahmouni Barkam; Sanggeon Yun; Paul R. Genssler; Hanning Chen; Albi Mema; Andrew Ding; Hussam Amrouch and Mohsen Imani. In 2023 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2023.

Challenges in Machine Learning Techniques to Estimate Reliability from Transistors to Circuits. Victor van Santen; Florian Klemme; Paul R. Genssler and Hussam Amrouch. In IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), 2023.

Beyond von Neumann Era: Brain-inspired Hyperdimensional Computing to the Rescue. Hussam Amrouch; Paul R. Genssler; Mohsen Imani; Mariam Issa; Xun Jiao; Wegdan Ali Mohammadin; Gloria Sepanta and Ruixuan Wang. In 28th Asia and South Pacific Design Automation Conference (ASP-DAC), 2023.

Tutorial: The Synergy of Hyperdimensional and In-memory Computing. Paul R. Genssler; Simon Thomann and Hussam Amrouch. In International Conference on Hardware/Software Codesign and System Synthesis (CODES/ISSS ’23 Companion), 2023.

HDGIM: Hyperdimensional Genome Sequence Matching on Unreliable Highly-Scaled FeFET. Hamza Errahmouni Barkam; Sanggeon Yun; Paul R. Genssler; Zhuowen Zou; Che-Kai Liu; Hussam Amrouch and Mohsen Imani. In Proceedings of the Conference on Design, Automation & Test in Europe (DATE’23), Antwerp, Belgium, 2023.

HW/SW Co-design for Reliable In-Memory Brain-Inspired Hyperdimensional Computing. Simon Thomann; Paul R. Genssler and Hussam Amrouch. IEEE Transactions on Computers (TC) (2023).

Intelligent Methods for Test and Reliability. Hussam Amrouch; Jens Anders; Steffen Becker; Maik Betka; Gerd Bleher; Peter Domanski; Nourhan Elhamawy; Thomas Ertl; Athanasios Gatzastras; Paul R. Genssler; Sebastian Hasler; Martin Heinrich; André van Hoorn; Hanieh Jafarzadeh; Ingmar Kallfass; Florian Klemme; Steffen Koch; Ralf Küsters; Andrés Lalama; Raphael Latty; Yiwen Liao; Natalia Lylina; Zahra Paria Najafi-Haghi; Dirk Pflüger; Ilia Polian; Jochen Rivoir; Matthias Sauer; Denis Schwachhofer; Steffen Templin; Christian Volmer; Stefan Wagner; Daniel Weiskopf; Hans-Joachim Wunderlich; Bin Yang and Martin Zimmermann. In Design, Automation & Test in Europe Conference & Exhibition, DATE 2022, 2022, pp. 1–6.

Brain-Inspired Computing for Circuit Reliability Characterization. Paul R. Genssler and Hussam Amrouch. Transactions on Computers (TC) (2022). DOI: https://doi.org/10.1109/TC.2022.3151857

Brain-Inspired Hyperdimensional Computing: How Thermal-Friendly for Edge Computing? Paul Genssler; Austin Vas and Hussam Amrouch. IEEE Embedded Systems Letters (ESL’22) (2022).

Wafer Map Defect Identification Based on the Fusion of Pattern and Pixel Information. Yiwen Liao; Raphael Latty; Paul R. Genssler; Hussam Amrouch and Bin Yang. In IEEE International Test Conference (ITC’22), 2022.

Brain-Inspired Hyperdimensional Computing for Ultra-Efficient Edge AI. Hussam Amrouch; Mohsen Imani; Xun Jiao; Yiannis Aloimonos; Cornelia Fermuller; Dehao Yuan; Dongning Ma; Hamza Errahmouni; Paul R. Genssler and Peter Sutor. In Proceedings of the 2022 International Conference on Hardware/Software Codesign and System Synthesis, 2022.

Design Close to the Edge in Advanced Technology using Machine  Learning and Brain-Inspired Algorithms. Hussam Amrouch; Florian Klemme and Paul R. Genssler. In 27th Asia and South Pacific Design Automation Conference  (ASP-DAC’22), 2022.

All-in-Memory Brain-Inspired Computing using FeFET Synapses. Simon Thomann; Nguyen Hong Lam Giang; Paul R. Genssler and Hussam Amrouch. Frontiers in Electronics (2022). DOI: https://doi.org/10.3389/felec.2022.833260

Brain-Inspired Computing for Wafer Map Defect Pattern Classification. Paul R. Genssler and Hussam Amrouch. In IEEE International Test Conference (ITC’21), 2021.

On the Reliability of FeFET On-Chip Memory. Paul R. Genssler; Victor M. van Santen; Joerg Henkel and Hussam Amrouch. IEEE Transactions on Computers (TC’21) (2021).

Impact of Self-Heating On Performance, Power and Reliability in FinFET Technology. Victor M. van Santen; Paul R. Genssler; Om Prakash; S. Thomann; Jörg Henkel and Hussam Amrouch. In 25th Asia and South Pacific Design Automation Conference (ASP-DAC’20, 2020.

BTI and HCI Degradation in a Complete 32X64 bit SRAM Array – including Sense Amplifiers and Write Drivers – under Processor Activity. Victor van Santen; Simon Thomann; C. Pasupuleti; P. Genssler; N. Gangwar; U. Sharma; J. Henkel; S. Mahapatra and H. Amrouch. In Proceedings of the IEEE 58th International Reliability Physics Symposium  (IRPS’20), Dallas, Texas, U.S., Dallas, Texas, 2020.