Mapping spiking neural networks to neuromorphic hardware A Balaji, A Das, Y Wu, K Huynh, FG Dell’Anna, G Indiveri, JL Krichmar, ... IEEE Transactions on Very Large Scale Integration (VLSI) Systems 28 (1), 76-86, 2019 | 139 | 2019 |
PyCARL: A PyNN interface for hardware-software co-simulation of spiking neural network A Balaji, P Adiraju, HJ Kashyap, A Das, JL Krichmar, ND Dutt, F Catthoor arXiv preprint arXiv:2003.09696, 2020 | 62 | 2020 |
Compiling spiking neural networks to neuromorphic hardware S Song, A Balaji, A Das, N Kandasamy, J Shackleford The 21st ACM SIGPLAN/SIGBED Conference on Languages, Compilers, and Tools …, 2020 | 51 | 2020 |
Power-accuracy trade-offs for heartbeat classification on neural networks hardware A Balaji, F Corradi, A Das, S Pande, S Schaafsma, F Catthoor Journal of low power electronics 14 (4), 508-519, 2018 | 45 | 2018 |
Implementing spiking neural networks on neuromorphic architectures: A review PK Huynh, ML Varshika, A Paul, M Isik, A Balaji, A Das arXiv preprint arXiv:2202.08897, 2022 | 41 | 2022 |
Enabling resource-aware mapping of spiking neural networks via spatial decomposition A Balaji, S Song, A Das, J Krichmar, N Dutt, J Shackleford, N Kandasamy, ... IEEE Embedded Systems Letters 13 (3), 142-145, 2020 | 36 | 2020 |
A framework to explore workload-specific performance and lifetime trade-offs in neuromorphic computing A Balaji, S Song, A Das, N Dutt, J Krichmar, N Kandasamy, F Catthoor IEEE Computer Architecture Letters 18 (2), 149-152, 2019 | 32 | 2019 |
DFSynthesizer: Dataflow-based synthesis of spiking neural networks to neuromorphic hardware S Song, H Chong, A Balaji, A Das, J Shackleford, N Kandasamy ACM Transactions on Embedded Computing Systems (TECS) 21 (3), 1-35, 2022 | 31 | 2022 |
Design of many-core big little µBrains for energy-efficient embedded neuromorphic computing ML Varshika, A Balaji, F Corradi, A Das, J Stuijt, F Catthoor 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2022 | 31 | 2022 |
NeuroXplorer 1.0: An extensible framework for architectural exploration with spiking neural networks A Balaji, S Song, T Titirsha, A Das, J Krichmar, N Dutt, J Shackleford, ... International Conference on Neuromorphic Systems 2021, 1-9, 2021 | 31 | 2021 |
On the role of system software in energy management of neuromorphic computing T Titirsha, S Song, A Balaji, A Das Proceedings of the 18th ACM International Conference on Computing Frontiers …, 2021 | 30 | 2021 |
Exploration of segmented bus as scalable global interconnect for neuromorphic computing A Balaji, Y Wu, A Das, F Catthoor, S Schaafsma Proceedings of the 2019 on Great Lakes Symposium on VLSI, 495-499, 2019 | 30 | 2019 |
Run-time mapping of spiking neural networks to neuromorphic hardware A Balaji, T Marty, A Das, F Catthoor Journal of Signal Processing Systems 92, 1293-1302, 2020 | 28 | 2020 |
A framework for the analysis of throughput-constraints of SNNs on neuromorphic hardware A Balaji, A Das 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 193-196, 2019 | 25 | 2019 |
Dynamic reliability management in neuromorphic computing S Song, J Hanamshet, A Balaji, A Das, JL Krichmar, ND Dutt, ... ACM Journal on Emerging Technologies in Computing Systems (JETC) 17 (4), 1-27, 2021 | 22 | 2021 |
Compiling spiking neural networks to mitigate neuromorphic hardware constraints A Balaji, A Das 2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-3, 2020 | 17 | 2020 |
Design methodology for embedded approximate artificial neural networks A Balaji, S Ullah, A Das, A Kumar Proceedings of the 2019 on Great Lakes Symposium on VLSI, 489-494, 2019 | 15 | 2019 |
Design-technology co-optimization for NVM-based neuromorphic processing elements S Song, A Balaji, A Das, N Kandasamy ACM Transactions on Embedded Computing Systems 21 (6), 1-27, 2022 | 12 | 2022 |
RotaSYN: Rotary traveling wave oscillator SYNthesizer R Kuttappa, A Balaji, V Pano, B Taskin, H Mahmoodi IEEE Transactions on Circuits and Systems I: Regular Papers 66 (7), 2685-2698, 2019 | 9 | 2019 |
NeuSB: A scalable interconnect architecture for spiking neuromorphic hardware A Balaji, PK Huynh, F Catthoor, ND Dutt, JL Krichmar, A Das IEEE Transactions on Emerging Topics in Computing 11 (2), 373-387, 2023 | 8 | 2023 |