A microarchitecture implementation framework for online learning with temporal neural networks H Nair, JP Shen, JE Smith 2021 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 266-271, 2021 | 17* | 2021 |
AttriNet: Learning mid-level features for human activity recognition with deep belief networks H Nair, C Tan, M Zeng, OJ Mengshoel, JP Shen Adjunct proceedings of the 2019 acm international joint conference on …, 2019 | 12 | 2019 |
Unsupervised clustering of time series signals using neuromorphic energy-efficient temporal neural networks S Chaudhari, H Nair, JMF Moura, JP Shen ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 10 | 2021 |
Hardware aware neural network architectures using FbNet SVK Srinivas, H Nair, V Vidyasagar arXiv preprint arXiv:1906.07214, 2019 | 9 | 2019 |
Tnn7: A custom macro suite for implementing highly optimized designs of neuromorphic tnns H Nair, P Vellaisamy, S Bhasuthkar, JP Shen 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 152-157, 2022 | 7 | 2022 |
Cortical columns computing systems: Microarchitecture model, functional building blocks, and design tools JP Shen, H Nair Neuromorphic Computing, 2023 | 5 | 2023 |
SemNet: Learning semantic attributes for human activity recognition with deep belief networks S Venkatachalam, H Nair, M Zeng, CS Tan, OJ Mengshoel, JP Shen Frontiers in big Data 5, 879389, 2022 | 5 | 2022 |
Freeflow core: Enhancing performance of in-order cores with energy efficiency RK Choudhary, N Singh, H Nair, R Rawat, V Singh 2019 IEEE 37th International Conference on Computer Design (ICCD), 702-705, 2019 | 4 | 2019 |
tuGEMM: Area-Power-Efficient Temporal Unary GEMM Architecture for Low-Precision Edge AI H Nair, P Vellaisamy, A Chen, J Finn, A Li, M Trivedi, JP Shen 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2023 | 3 | 2023 |
Realtime Person Identification via Gait Analysis S Venkatachalam, H Nair, P Vellaisamy, Y Zhou, Z Youssfi, JP Shen arXiv preprint arXiv:2404.15312, 2024 | 2 | 2024 |
tubGEMM: Energy-Efficient and Sparsity-Effective Temporal-Unary-Binary Based Matrix Multiply Unit P Vellaisamy, H Nair, J Finn, M Trivedi, A Chen, A Li, TH Lin, P Wang, ... 2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 1-6, 2023 | 2 | 2023 |
Exploration of Unary Arithmetic-Based Matrix Multiply Units for Low Precision DL Accelerators P Vellaisamy, H Nair, D Wu, S Blanton, JP Shen 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 661-665, 2024 | 1 | 2024 |
NeRTCAM: CAM-Based CMOS Implementation of Reference Frames for Neuromorphic Processors H Nair, W Leyman, A Sampath, Q Jacobson, JP Shen 2024 Neuro Inspired Computational Elements Conference (NICE), 1-9, 2024 | 1 | 2024 |
TNN-CIM: An In-SRAM CMOS Implementation of TNN-Based Synaptic Arrays with STDP Learning H Nair, D Barajas-Jasso, Q Jacobson, JP Shen 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS …, 2024 | 1 | 2024 |
TNNGen: Automated Design of Neuromorphic Sensory Processing Units for Time-Series Clustering P Vellaisamy, H Nair, V Ratnakaram, D Gupta, JP Shen IEEE Transactions on Circuits and Systems II: Express Briefs, 2024 | 1 | 2024 |
Commercial Evaluation of Zero-Skipping MAC Design for Bit Sparsity Exploitation in DL Inference H Nair, P Vellaisamy, TH Lin, P Wang, S Blanton, JP Shen 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration …, 2024 | | 2024 |
Realtime Person Identification via Gait Analysis Using IMU Sensors on Edge Devices S Venkatachalam, H Nair, P Vellaisamy, Y Zhou, Z Youssfi, JP Shen 2024 International Conference on Neuromorphic Systems (ICONS), 371-375, 2024 | | 2024 |
OzMAC: An Energy-Efficient Sparsity-Exploiting Multiply-Accumulate-Unit Design for DL Inference H Nair, P Vellaisamy, TH Lin, P Wang, S Blanton, JP Shen arXiv preprint arXiv:2402.19376, 2024 | | 2024 |
Cortical Columns Computing Systems: Microarchitecture Model, Functional Building Blocks, and Design Framework H Nair Carnegie Mellon University, 2024 | | 2024 |
Corrigendum: SemNet: Learning semantic attributes for human activity recognition with deep belief networks S Venkatachalam, H Nair, M Zeng, CS Tan, OJ Mengshoel, JP Shen Frontiers in Big Data 6, 1170820, 2023 | | 2023 |