- M. Le Gallo, A. Sebastian, G. Cherubini, H. Giefers and E. Eleftheriou, "Compressed Sensing With Approximate Message Passing Using In-Memory Computing", in IEEE Transactions on Electron Devices 65 (10), 4304 (2018). DOI: 10.1109/TED.2018.2865352. Repository: Link
- A. Burrello, K. Schindler, L. Benini, A. Rahimi, "One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing", in proceedings of the 2018 IEEE Biomedical Circuits and Systems Conference (BioCAS), Cleveland, OH, October 17-19, 2018. DOI: 10.1109/BIOCAS.2018.8584751. Repository: Link
- J. Yu, H. A. Du Nguyen, L. Xie, M. Taouil, S. Hamdioui, "Memristive devices for computation-in-memory" in proceedings of the 2018 ACM/IEEE Design, Automation, and Test in Europe Conference (DATE), Dresden, Germany, March 19-23, 2018. DOI: 10.23919/date.2018.8342278. Repository: Link
- S. R. Nandakumar, M. Le Gallo, I. Boybat, B. Rajendran, A. Sebastian, and E. Eleftheriou, "A phase-change memory model for neuromorphic computing", in Journal of Applied Physics 124, 152135 (2018). DOI: 10.1063/1.5042408. Repository: Link
- A. Burrello, L. Cavigelli, K. Schindler, L. Benini, A. Rahimi, ‘‘Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms’’ in proceedings of the 2019 ACM/IEEE Design, Automation, and Test in Europe Conference (DATE), Florence, Italy, March 25-29, 2019. DOI: 10.23919/DATE.2019.8715186. Repository: Link
- J. Yu, H. A. Du Nguyen, M. A. Lebdeh, M. Taouil, S. Hamdioui, "Time-division Multiplexing Automata Processor" in proceedings of the 2019 ACM/IEEE Design, Automation, and Test in Europe Conference (DATE), Florence, Italy, March 25-29, 2019. DOI: 10.23919/DATE.2019.8715140. Repository: Link
- S. Hamdioui, H. A. Du Nguyen, M. Taouil, A. Sebastian, M. Le Gallo, S. Pande, S. Schaafsma, F. Catthoor, S. Das, F. Garcia Redondo, G. Karunaratne, A. Rahimi, L. Benini. "Applications of Computation-In-Memory Architectures based on Memristive Devices" in proceedings of the 2019 ACM/IEEE Design, Automation, and Test in Europe Conference (DATE), Florence, Italy, March 25-29, 2019. DOI: 10.23919/DATE.2019.8715020. Repository: Link
- M. Schmuck, L. Benini, A. Rahimi, "Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory", in ACM Journal on Emerging Technologies in Computing, accepted for publication. DOI: 10.3929/ethz-b-000338354. Repository: Link
- S. Benatti, F. Montagna, V. Kartsch, A. Rahimi, D. Rossi, L. Benini, "Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform using Hyperdimensional Computing", in IEEE Transactions on Biomedical Circuits and Systems (TBioCAS), accepted for publication (2019). DOI: 10.1109/TBCAS.2019.2914476. Repository: Link
- K. Vadivel, P. Jääskeläinen, R. Jordans, H. Kultala, S. Stuijk, H. Corporaal, "Towards Efficient Code Generation for Coarse-Grained Architectures", in proceedings of the 22nd International Workshop on Software and Compilers for Embedded Systems, Sankt Goar (DE), May 27-28, 2019. DOI: 10.1145/3323439.3323990. Repository: Link
- A. BanaGozar, S. Wong, M.A. Lebdeh, K. Vadivel, J. Yu, S. Hamdioui, S. Stuijk, H. Corporaal, "CIM-SIM: Computation In Memory SIMulator", in proceedings of the 22nd International Workshop on Software and Compilers for Embedded Systems, Sankt Goar (DE), May 27-28, 2019. DOI: 10.1145/3323439.3323989. Repository: Link
- M.A. Lebdeh, U. Reinsalu, H.A. Du Nguyen, S. Wong, S. Hamdioui, "Memristive Device Based Circuits for Computation-in-Memory Architectures", in proceedings of the 2019 IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo (JP), May 26-29, 2019. DOI: 10.1109/ISCAS.2019.8702542. Repository: Link
- A. Siemon, D. Wouters, S. Hamdioui, S. Menzel, "Memristive Device Modeling and Circuit Design Exploration for Computation-in-Memory", in proceedings of the 2019 IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo (JP), May 26-29, 2019. DOI: 10.1109/ISCAS.2019.8702600. Repository: Link
- A. Siemon, S. Ferch, A. Heittmann, R. Waser, D. J. Wouters, S. Menzel, "Analyses of Neuromorphic Networks using Memristive Devices with Non-continuous Resistance Levels", in APL Materials, DOI: 10.1063/1.5108658. Link
- F. Cüppers, S. Menzel, C. Bengel, A. Hardtdegen, M. von Witzleben, U. Böttger, R. Waser, S. Hoffmann-Eifert, "Exploiting the switching dynamics of HfO2/TiOx-based ReRAM devices for reliable analogue memristive behaviour", in APL Materials, DOI: 10.1063/1.5108654. Link
- A. Burrello, K. A. Schindler, L. Benini, A. Rahimi, "Hyperdimensional Computing with Local Binary Patterns: One-shot Learning for Seizure Onset Detection and Identification of Ictogenic Brain Regions from Short-time iEEG Recordings", in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2919137. Repository: Link
- 17. N. Vasilache, O. Zinenko, T. Theodoridis, P. Goyal, Z. Devito, W. S. Moses, S. Verdoolaege, A. Adams, A. Cohen, “The Next 700 Accelerated Layers: From Mathematical Expressions of Network Computation Graphs to Accelerated GPU Kernels, Automatically”, in ACM Transactions on Architecture and Code Optimization, DOI: 10.1145/3355606. Repository: Link
- J. Zhao, A. Cohen, “Flextended Tiles: a Flexible Extension of Overlapped Tiles for Polyhedral Compilation”, in ACM Transactions on Architecture and Code Optimization, DOI: 10.1145/3369382. Link
- H. A. D. Nguyen, J. Yu, M. A. Lebdeh, M. Taouil, S. Hamdioui, “A computation-in-memory accelerator based on resistive devices”, in Proceedings of the International Symposium on Memory Systems - MEMSYS '19, DOI: 10.1145/3357526.3357554. Link
- M. Douthwaite, F. Garcıa-Redondo, P. Georgiou and S. Das, “A Time-Domain Current-Mode MAC Engine for Analogue Neural Networks in Flexible Electronics”, in Proceedings of the 2019 IEEE Biomedical Circuits and Systems Conference (BioCAS), DOI: 10.1109/BIOCAS.2019.8919190. Link
- M. Hersche, S. Sangalli, L. Benini, A. Rahimi, “Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components”, in Proceedings of the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020), Genoa, Italy. DOI: 10.3929/ethz-b-000387115. Link
- M. Hersche, L. Benini, A. Rahimi, “Binary Models for Motor-Imagery Brain–Computer Interfaces: Sparse Random Projection and Binarized SVM”, in Proceedings of the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020), Genoa, Italy. DOI: 10.3929/ethz-b-000387116. Link
- M. Hersche, P. Rupp, L. Benini, A. Rahimi, “Compressing Subject-specific Brain–Computer Interface Models into One Model by Superposition in Hyperdimensional Space”, in Proceedings of the 2020 ACM/IEEE Design, Automation and Test in Europe (DATE 2020), Grenoble, France. DOI: 10.3929/ethz-b-000387115. Link
- B. Hoffer, V. Rana, S. Menzel, R. Waser, S. Kvatinsky, “Experimental Demonstration of Memristor-Aided Logic (MAGIC) Using Valence Change Memory (VCM)”, in IEEE Transactions on Electron Devices, DOI: 10.1109/TED.2020.3001247. Link
- S. Wiefels, C. Bengal, N. Kopperberg, K. Zhang, R. Waser, S. Menzel, “HRS Instability in Oxide-Based Bipolar Resistive Switching Cells”, in IEEE Transactions on Electron Devices, DOI: 10.1109/TED.2020.3018096. Link
- M. Zahedi, M. Mayahinia, M. Abu. Lebdeh, S. Wong, S. Hamdioui, "Efficient Organization of Digital Periphery to Support Integer Datatype for Memristor-Based CIM", in 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), DOI: 10.1109/ISVLSI49217.2020.00047. Link
- G. Karunaratne, M. Le Gallo, G. Cherubini, L. Benini, A. Rahimi, A. Sebastian, "In-memory hyperdimensional computing", in Nature Electronics, DOI: 10.1038/s41928-020-0410-3. Link
- I. Giannopoulos, A. Singh, M. Le Gallo, V.P. Jonnalagadda, S. Hamdioui, and A. Sebastian, "In-memory database query", in Advanced Intelligent Systems, DOI: 10.1002/aisy.202000141. Link
- C. Bengel, A. Siemon, F. Cüppers, S. Hoffmann-Eifert, A. Hardtdegen, M. von Witzleben, L. Hellmich, R. Waser, S. Menzel, "Variability-Aware Modeling of Filamentary Oxide-Based Bipolar Resistive Switching Cells Using SPICE Level Compact Models", in IEEE Transactions on Circuits and Systems I: Regular Papers, DOI: 10.1109/TCSI.2020.3018502. Link
- A. BanaGozar, K. Vadivel, J. Multanen, P. Jääskeläinen, S. Stuijk, H. Corporaal, "System Simulation of Memristor Based Computation In Memory Platforms", in Proceedings of nternational Conference on Embedded Computer Systems: Architectures, Modeling and Simulation. Link
- A. Drebes, L. Chelini, O. Zinenko, A. Cohen, H. Corporaal, T. Grosser, K. Vadivel, N. Vasilache, "TC-CIM: Empowering Tensor Comprehensions for Computing-In-Memory", in Proceedings of 10th International Workshop on Polyhedral Compilation Techniques. Link
- K. Vadivel, L. Chelini, A. BanaGozar, G. Singh, S. Corda, R. Jordans, H. Corporaal, "TDO-CIM: transparent detection and offloading for computation in-memory", in Proceedings of DATE 2020, DOI: 10.23919/DATE48585.2020.9116464. Link
- K. Komisarczyk, L. Chelini, K. Vadivel, R. Jordans, H. Corporaal, "PET-to-MLIR: A polyhedral front-end for MLIR", in Proceedings of 23rd Euromicro Conference on Digital System Design, DOI: 10.1109/DSD51259.2020.00091. Link
- F. García-Redondo, S. Das, G. Rosendale, "Training DNN IoT Applications for Deployment On Analog NVM Crossbars", in Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), DOI: 10.1109/IJCNN48605.2020.9206822. Link