1. 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
2. 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
3. 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
4. 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
5. 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 ​
6. 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
7. 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​
8. 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. DOI: 10.3929/ethz-b-000338354. Repository: Link
9. 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). DOI:  10.1109/TBCAS.2019.2914476. Repository: Link 
10. 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
11. 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​
12. 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
13. 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
14. 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. Repository: Link
15. 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.Repository: Link
16. 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
18.  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. Repository: Link
19. 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. Repository: Link
20. 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. Repository: Link
21. 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. Repository: Link
22. 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. Repository: Link
23. ​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. Repository: Link
24. 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. Repository: Link
25. 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. Repository: Link
26. 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. Repository: Link
27. 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. Repository: Link
28. 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. Repository: Link
29. 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. Repository: Link
30. A. BanaGozar, K. Vadivel, J. Multanen, P. Jääskeläinen, S. Stuijk, H. Corporaal, "System Simulation of Memristor Based Computation In Memory Platforms", in Proceedings of International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation. DOI: 10.1007/978-3-030-60939-9_11. Repository: Link
31. 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. Repository: Link
32. 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. Repository: Link
33. 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. Repository: Link
34. 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. Repository: Link
35. M. Hersche, L. Benini, A. Rahimi, "Binarization Methods for Motor-Imagery Brain–Computer Interface Classification", in IEEE Journal on Emerging and Selected Topics in Circuits and Systems, DOI: 10.3929/ethz-b-000457995. Repository: Link
    
36. M. Hersche, E. Mello Rella, A. Di Mauro, L. Benini, A. Rahimi, "Integrating Event-based Dynamic Vision Sensors with Sparse Hyperdimensional Computing: A Low-power Accelerator with Online Capability", in Proceedings of the ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED 20), DOI: 20.500.11850/425534. Repository: Link
37. G. Karunaratne, M. Le Gallo, M. Hersche, G. Cherubini, L. Benini, A. Sebastian, A. Rahimi, "Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing", in IEEE Transactions on Circuits and Systems II: Express Briefs, DOI: 10.1109/TCSII.2021.3068126. Repository: Link
    
38. A. Singh, M. A. Lebdeh, A. Gebregiorgis, R. Bishnoi, R. V. Joshi, S. Hamdioui, "SRIF: Scalable and Reliable Integrate and Fire Circuit ADC for Memristor-Based CIM Architectures", in Transactions in Circuits and Systems-I (TCAS1), DOI: 10.1109/TCSI.2021.3061214. Repository: TBD
39. A. Singh, S. Diware, A. Gebregiorgis, R. Bishnoi, F. Catthoor, R. V. Joshi, Said Hamdioui, "Low-power Memristor-based Computing for Edge-AI Applications", in Proceedings of International Symposium on Circuit and Systems (ISCAS 2021), DOI: 10.1109/ISCAS51556.2021.9401226, Repository: TBD
40. M. Fieback, S. Nagarajan, R. Bishnoi, M. Tahoori, M. Taouil, S. Hamdioui, "Testing Scouting Logic-Based Computation-in-Memory Architectures", in Proceedings of 2020 IEEE European Test Symposium (ETS), DOI: 10.1109/ETS48528.2020.9131604, Repository: TBD
41. C. Bengel, A. Siemon, V. Rana, S. Menzel, "Implementation of Multinary Lukasiewicz Logic using Memristive Devices", in Proceedings of International Symposium on Circuit and Systems (ISCAS 2021), DOI: TBD, Repository: TBD
42. C. Bengel, F.Cüppers, M. Payvand, R. Dittmann, R. Waser, S. Hoffmann-Eifert, S. Menzel, "Utilizing the Switching Stochasticity of HfO2/TiOx-Based ReRAM Devices and the Concept of Multiple Devices for the Classification of Overlapping and Noisy Patterns", in Frontiers in Neuroscience, DOI: TBD, Repository: TBD
43. S. Menzel, C. Bengel, J. Mohr, S. Wiefels, F. Cüppers , S. Hoffmann-Eifert, D. Wouters, "Reliability Aspects of Memristive Devices for Computation-in-Memory Applications", in Proceedings of International Workshop on Cellular Nanoscale Networks and their Applications (CNNA 2021), DOI: TBD, Repository: TBD
44. F. Garcia Redondo, K. Vadivel, S. Das, A. Banagozar, H. Corporaal, "SACA: System-level Simulation Framework Integrating Non-Ideal Analog CIM Accelerators", in Proceedings of 54th IEEE/ACM International Symposium on Microarchitecture, DOI: TBD, Repository: TBD
45. M. Mayahinia, A. Singh, C. Bengel, S. Wiefels, M. A. Lebdeh, S. Menzel, D.J. Wouters, A. Gebregiorgis, R. Bishnoi, R. Joshis, and S. Hamdioui, "A Voltage Controlled Oscillation based ADC Design for Computation-in-Memory Architectures Using Emerging ReRAMs", in Journal in Emerging Technologies in Computing Systems (JETC), DOI: TBD, Repository: TBD