Short Bio
Christopher Münch received his Bachelor and Master in Computer Science from the Karlsruhe Institute of Technology in 2014 and 2017 respectively. Since January 2018, he is a PhD student at the CDNC group of Prof. Mehdi Tahoori at Karlsruhe Institute of Technology, with special interest in neuromorphic computing and emerging memory technologies.
Publications
| Patents | |
|---|---|
| R. Bishnoi, C. Münch, M.B. Tahoori Multi-Bit Non-Volatile Flip-Flop EU Patent No: 18000262.8, 2018. | |
| J. Yun, M. Keim, S. B. Mamaghani, C. Münch, and M. Tahoori Memory built-in self-test with automated detection of magnetic tunnelling junction degradation for repair US patent, PCT/US2023/018666, submitted 2023. |
| Journals | |
|---|---|
| Soyed Tuhin Ahmed, M Mayahinia, M Hefenbrock, C Münch, MB Tahoori Design-Time Reference Current Generation for Robust Spintronic-Based Neuromorphic Architecture in ACM Journal on Emerging Technologies in Computing Systems 20 (JETC), DOI, PDF, Jan 2024. | |
| Vincent Rietz , Christopher Münch , Mahta Mayahinia, Mehdi Tahoori Timing-accurate simulation framework for NVM-based compute-in-memory architecture exploration in it - Information Technology, DOI, PDF, May 2023. | |
| Soyed Tuhin Ahmed; Michael Hefenbrock; Christopher Münch; Mehdi B. Tahoori NeuroScrub+: Mitigating Retention Faults Using Flexible Approximate Scrubbing in Neuromorphic Fabric Based on Resistive Memories in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (Volume 42, Issue 5), DOI, PDF, May 2023. | |
| Soyed Tuhin Ahmed , Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori SpinDrop: Dropout-Based Bayesian Binary Neural Networks with spintronic Implementation in IEEE Journal on Emerging and Selected Topics in Circuits and Systems (Volume 13, Issue 1), DOI, PDF, Feb 2023. | |
| Soyed Tuhin Ahmed, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori NeuroScrub+: Mitigating Retention Faults Using Flexible Approximate Scrubbing in Neuromorphic Fabric Based on Resistive Memories in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022. | |
| C Münch, N Sayed, R Bishnoi, M Tahoori A Novel Oscillation-based Reconfigurable In-Memory Computing Scheme with Error-Correction IEEE Transactions on Magnetics,, 2020. |
| Conferences | |
|---|---|
| Jongsin Yun; Sina Bakhtavari Mamaghani; Mehdi Tahoori; Christopher Münch; Martin Keim MBIST-based weak bit screening method for embedded MRAM, 2024 IEEE European Test Symposium (ETS), DOI, PDF, May 10 2024. | |
| Mahta Mayahinia; Simon Thomann; Paul R. Genssler; Christopher Münch; Hussam Amrouch; Mehdi B. Tahoori Algorithm to Technology Co-Optimization for CiM-Based Hyperdimensional Computing in Design, Automation & Test in Europe Conference & Exhibition (DATE), DOI, PDF, Mar 2024. | |
| Sina Bakhtavari Mamaghani; Christopher Münch; Jongsin Yun; Martin Keim; Mehdi Baradaran Tahoori Smart Hammering: A practical method of pinhole detection in MRAM memories 2023 Design, Automation, Test in Europe Conference Exhibition (DATE), DOI, PDF, Apr 2023. | |
| Dina A. Moussa, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori Automatic test pattern generation and compaction for deep neural networks in Proceedings of the 28th Asia and South Pacific Design Automation Conference (ASPDAC), DOI, PDF, Jan 2023. | |
| Soyed Tuhin Ahmed, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B Tahoori Binary Bayesian Neural Networks for Efficient Uncertainty Estimation Leveraging Inherent Stochasticity of Spintronic Devices IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH), DOI, PDF, Dec 2022. | |
| Atousa Jafari; Mahta Mayahinia; Soyed Tuhin Ahmed; Christopher Münch; Mehdi B. Tahoori MVSTT: A Multi-Value Computation-in-Memory based on Spin-Transfer Torque Memories in 25th Euromicro Conference on Digital System Design (DSD), DOI, PDF, Aug 2022. | |
| Soyed Tuhin Ahmed, Mahta Mayahinia, Michael Hefenbrock, Christopher Münch, and Mehdi B. Tahoori Process and Runtime Variation Robustness for Spintronic-Based Neuromorphic Fabric IEEE European Test Symposium (ETS), DOI, PDF, May 2022. | |
| M. Fieback, C. Münch, A. Grebegiorgis, G. Cardoso Medeiros, M. Taouil, S. Hamdioui, M. Tahoori PVT Analysis for RRAM and STT-MRAM-based Logic Computation-in-Memory in Proceedings of the European Test Symposium (ETS), DOI, PDF, May 2022. (Best Paper Candidate) | |
| Anteneh Gebregiorgis, Lizhou Wu, Christopher Münch, Siddharth Rao, Mehdi B. Tahoori, Said Hamdioui Special Session: STT-MRAMs: Technology, Design and Test in IEEE 40th VLSI Test Symposium (VTS), DOI, PDF, Apr 2022. | |
| Christopher Münch; Jongsin Yun; Martin Keim; Mehdi B. Tahoori MBIST-based Trim-Search Test Time Reduction for STT-MRAM in IEEE 40th VLSI Test Symposium (VTS), DOI, PDF, Apr 2022. | |
| Christopher Münch; Jongsin Yun; Martin Keim; Mehdi B. Tahoori MBIST-based Trim-Search Test Time Reduction for STT-MRAM in IEEE 40th VLSI Test Symposium (VTS), DOI, PDF, Apr 2022. | |
| A. Gebregiorgis, L. Wu, C. Münch, S. Rao, M. B. Tahoori, S.Hamdioui STT-MRAMs: Technology, Design and Test in proceedings of VLSI Test Symposium (VTS), 2022, USA, 2022. (Invited Paper) | |
| Mahta Mayahinia; Christopher Münch; Mehdi B. Tahoori Analyzing and Mitigating Sensing Failures in Spintronic-based Computing in Memory in IEEE International Test Conference (ITC), DOI, PDF, Oct 2021. | |
| Christopher Münch; Jongsin Yun; Martin Keim; Mehdi B. Tahoori MBIST-supported Trim Adjustment to Compensate Thermal Behavior of MRAM in IEEE European Test Symposium (ETS), DOI, PDF, May 2021. | |
| Soyed Tuhin Ahmed; Michael Hefenbrock; Christopher Münch; Mehdi B. Tahoori NeuroScrub: Mitigating Retention Failures Using Approximate Scrubbing in Neuromorphic Fabric Based on Resistive Memories in IEEE European Test Symposium (ETS, DOI, PDF, May 2021. | |
| Christopher Münch; Mehdi B. Tahoori Testing Resistive Memory Based Neuromorphic Architectures Using Reference Trimming Design, Automation & Test in Europe Conference & Exhibition (DATE), DOI, PDF, Feb 2021. | |
| C. Münch, J. Yun, M. Keim, M. Tahoori MBIST–supported Trim Adjustment to Compensate Thermal Behavior of MRAM in Proceedings of the European Test Symposium (ETS), 2021. Best Paper Candidate | |
| Christopher Münch, Mehdi B. Tahoori Defect Characterization of Spintronic-based Neuromorphic Circuits in IEEE 26th International Symposium on On-Line Testing and Robust System Design (IOLTS), DOI, PDF, Jul 2020. Invited paper | |
| Sarath Mohanachandran Nair, Christopher Münch, Mehdi Baradaran Tahoori Defect Characterization and Test Generation for Spintronic-based Compute-In-Memory in IEEE European Test Symposium (ETS), DOI, PDF, May 2020. Best Paper Candidate | |
| Rajendra Bishnoi, Lizhou Wu, Moritz Fieback, Christopher Münch, Sarath Mohanachandran Nair, Mehdi Tahoori, Ying Wang, Huawei Li and Said Hamdioui Special Session - Emerging Memristor Based Memory and CIM Architecture: Test, Repair and Yield Analysis in IEEE 38th VLSI Test Symposium (VTS), DOI, PDF, Apr 2020. Invited Paper | |
| Christopher Münch; Rajendra Bishnoi; Mehdi B. Tahoori Tolerating Retention Failures in Neuromorphic Fabric based on Emerging Resistive Memories in 25th Asia and South Pacific Design Automation Conference (ASP-DAC), DOI, PDF, Jan 2020. Invited paper | |
| Christopher Münch, Rajendra Bishnoi, Mehdi Baradaran Tahoori Reliable In-Memory Neuromorphic Computing using Spintronics in 24th Asia and South Pacific Design Automation Conference, DOI, PDF, Jan 2019. Invited paper | |
| Christopher Münch, Rajendra Bishnoi, Mehdi Baradaran Tahoori Multi-Bit Non-Volatile Spintronic Flip-Flop Design, Automation & Test in Europe Conference & Exhibition (DATE), DOI, PDF, Mar 2018. (Best Paper Candidate) |
| Other | |
|---|---|
| Ahmed, Soyed Tuhin; Danouchi, Kamal; Münch, Christopher; Prenat, Guillaume; Anghel, Lorena; Tahoori, Mehdi B. SpinDrop: Dropout-Based Bayesian Binary Neural Networks with spintronic Implementation TechRxiv, DOI, 2022. |