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Vedant Karia
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Adaptive posit: Parameter aware numerical format for deep learning inference on the edge
HF Langroudi, V Karia, JL Gustafson, D Kudithipudi
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
352020
Neurobench: Advancing neuromorphic computing through collaborative, fair and representative benchmarking
J Yik, SH Ahmed, Z Ahmed, B Anderson, AG Andreou, C Bartolozzi, ...
arXiv 2023, 2304.04640 v2, 2023
232023
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
J Yik, KV Berghe, D Blanken, Y Bouhadjar, M Fabre, P Hueber, D Kleyko, ...
arXiv preprint arXiv:2304.04640, 2023
192023
Alps: Adaptive quantization of deep neural networks with generalized posits
HF Langroudi, V Karia, Z Carmichael, A Zyarah, T Pandit, JL Gustafson, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
182021
Tent: Efficient quantization of neural networks on the tiny edge with tapered fixed point
HF Langroudi, V Karia, T Pandit, D Kudithipudi
arXiv preprint arXiv:2104.02233, 2021
172021
Scolar: A spiking digital accelerator with dual fixed point for continual learning
V Karia, FT Zohora, N Soures, D Kudithipudi
2022 IEEE International Symposium on Circuits and Systems (ISCAS), 1372-1376, 2022
92022
Metaplasticnet: Architecture with probabilistic metaplastic synapses for continual learning
FT Zohora, V Karia, AR Daram, AM Zyarah, D Kudithipudi
2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021
92021
ACTION: Automated Hardware-Software Codesign Framework for Low-precision Numerical Format SelecTION in TinyML
HF Langroudi, V Karia, T Pandit, B Mashaido, D Kudithipudi
Conference on Next Generation Arithmetic, 50-65, 2022
32022
Probabilistic Metaplasticity for Continual Learning with Memristors
FT Zohora, V Karia, N Soures, D Kudithipudi
arXiv preprint arXiv:2403.08718, 2024
22024
Probabilistic metaplasticity for continual learning with memristors in spiking networks
FT Zohora, V Karia, N Soures, D Kudithipudi
Scientific Reports 14 (1), 29496, 2024
2024
PositCL: Compact Continual Learning with Posit Aware Quantization
V Karia, A Zyarah, D Kudithipudi
Proceedings of the Great Lakes Symposium on VLSI 2024, 645-650, 2024
2024
Advancing Neuro-Inspired Lifelong Learning for Edge with Co-Design
N Soures, V Karia, D Kudithipudi
Proceedings of the AAAI Symposium Series 3 (1), 317-317, 2024
2024
Probabilistic Metaplasticity for Continual Learning with Memristors
F Tuz Zohora, V Karia, N Soures, D Kudithipudi
arXiv e-prints, arXiv: 2403.08718, 2024
2024
A Adachi, Masaharu, 163 Akusok, Anton, 17
W Guo, D Han, S Han, Q He, X He, GB Huang, Y Itoh, H Ji, B Jia, D Jia, ...
Proceedings of ELM 2018 11, 345, 2019
2019
Scalable IP Core for Feed Forward Random Networks
A Daram, K Paluru, V Karia, D Kudithipudi
International Conference on Extreme Learning Machine, 253-262, 2018
2018
CompJouleS: Energy estimate tool for Machine Learning Algorithms for multiple applications in CPU, GPU, and FPGA architectures
M Isik, JE Pedersen, V Karia, S Shankar
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT
H Fatemi, V Karia, T Pandit, D Kudithipudi
Research Symposium on Tiny Machine Learning, 0
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