D. Kudithipudi

Most-cited papers

Neuromorphic computing at scale
D. Kudithipudi, Catherine D. Schuman, C. Vineyard, Tej Pandit +19 more
2025Nature411 citations
Semantic Scholar
Biological underpinnings for lifelong learning machines
D. Kudithipudi, Mario Aguilar-Simon, Jonathan Babb, M. Bazhenov +39 more
2022Nature Machine Intelligence316 citations Open access
Semantic Scholar
Continual Learning and Catastrophic Forgetting
Gido M. van de Ven, Nicholas Soures, D. Kudithipudi
2024arXiv.org156 citations Open access
Semantic Scholar
Deep Positron: A Deep Neural Network Using the Posit Number System
Zachariah Carmichael, Hamed Fatemi Langroudi, Char Khazanov, Jeffrey Lillie +2 more
2018Design, Automation and Test in Europe122 citations Open access
Semantic Scholar
Design and Analysis of a Neuromemristive Reservoir Computing Architecture for Biosignal Processing
D. Kudithipudi, Qutaiba M Saleh, Cory E. Merkel, James Thesing +1 more
2016Frontiers in Neuroscience110 citations Open access
Semantic Scholar
Continual Learning: Applications and the Road Forward
Eli Verwimp, Rahaf Aljundi, S. Ben-David, Matthias Bethge +16 more
2023Trans. Mach. Learn. Res.91 citations
Semantic Scholar
The neurobench framework for benchmarking neuromorphic computing algorithms and systems
Jason Yik, Korneel Van den Berghe, Douwe den Blanken, Younes Bouhadjar +96 more
2025Nature Communications89 citations Open access
Semantic Scholar
Performance-Efficiency Trade-off of Low-Precision Numerical Formats in Deep Neural Networks
Zachariah Carmichael, H. F. Langroudi, Char Khazanov, Jeffrey Lillie +2 more
2019Proceedings of the Conference for Next Generation Arithmetic 201960 citations Open access
Semantic Scholar
Deep Liquid State Machines With Neural Plasticity for Video Activity Recognition
Nicholas Soures, D. Kudithipudi
2019Frontiers in Neuroscience51 citations Open access
Semantic Scholar
Deep Learning Inference on Embedded Devices: Fixed-Point vs Posit
Seyed Hamed Fatemi Langroudi, Tej Pandit, D. Kudithipudi
20182018 1st Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications (EMC2)49 citations Open access
Semantic Scholar
A Mathematical Formalization of Hierarchical Temporal Memory’s Spatial Pooler
James Mnatzaganian, Ernest Fokoue, D. Kudithipudi
2016Frontiers in Robotics and AI40 citations Open access
Semantic Scholar
HTM Spatial Pooler With Memristor Crossbar Circuits for Sparse Biometric Recognition
A. P. James, I. Fedorova, Timur Ibrayev, D. Kudithipudi
2017IEEE Transactions on Biomedical Circuits and Systems37 citations
Semantic Scholar
SIRNet: Understanding Social Distancing Measures with Hybrid Neural Network Model for COVID-19 Infectious Spread
Nicholas Soures, D. Chambers, Zachariah Carmichael, A. Daram +4 more
202035 citations
Semantic Scholar
Robustness of a memristor based liquid state machine
Nicholas Soures, Lydia Hays, D. Kudithipudi
2017IEEE International Joint Conference on Neural Network32 citations
Semantic Scholar
PositNN Framework: Tapered Precision Deep Learning Inference for the Edge
H. F. Langroudi, Zachariah Carmichael, J. Gustafson, D. Kudithipudi
2019IEEE International Conference on Services Computing30 citations
Semantic Scholar
Design principles for lifelong learning AI accelerators
D. Kudithipudi, A. Daram, Abdullah M. Zyarah, F. Zohora +8 more
2023Nature Electronics29 citations
Semantic Scholar
Neuromemristive Systems: Boosting Efficiency through Brain-Inspired Computing
Cory E. Merkel, Raqibul Hasan, Nicholas Soures, D. Kudithipudi +3 more
2016Computer29 citations
Semantic Scholar
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems
Megan M. Baker, Alexander New, Mario Aguilar-Simon, Z. Al-Halah +43 more
2023Neural Networks26 citations Open access
Semantic Scholar
Neuromorphic Architecture for the Hierarchical Temporal Memory
Abdullah M. Zyarah, D. Kudithipudi
2018IEEE Transactions on Emerging Topics in Computational Intelligence26 citations Open access
Semantic Scholar
On the Statistical Challenges of Echo State Networks and Some Potential Remedies
Qiuyi Wu, Ernest Fokoue, D. Kudithipudi
2018arXiv.org25 citations
Semantic Scholar
Adaptive Posit: Parameter aware numerical format for deep learning inference on the edge
H. F. Langroudi, Vedant Karia, J. Gustafson, D. Kudithipudi
20202020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)24 citations
Semantic Scholar
Cheetah: Mixed Low-Precision Hardware & Software Co-Design Framework for DNNs on the Edge
H. F. Langroudi, Zachariah Carmichael, David Pastuch, D. Kudithipudi
2019arXiv.org24 citations
Semantic Scholar
Neuromorphic System for Spatial and Temporal Information Processing
Abdullah M. Zyarah, Kevin D. Gomez, D. Kudithipudi
2020IEEE transactions on computers21 citations Open access
Semantic Scholar
Ziksa: On-chip learning accelerator with memristor crossbars for multilevel neural networks
Abdullah M. Zyarah, Nicholas Soures, Lydia Hays, R. Jacobs-Gedrim +3 more
2017International Symposium on Circuits and Systems21 citations
Semantic Scholar
A design of HTM spatial pooler for face recognition using memristor-CMOS hybrid circuits
Timur Ibrayev, A. P. James, Cory E. Merkel, D. Kudithipudi
2016International Symposium on Circuits and Systems21 citations Open access
Semantic Scholar
Digital neuromorphic design of a Liquid State Machine for real-time processing
Anvesh Polepalli, Nicholas Soures, D. Kudithipudi
2016International Conference on Rebooting Computing20 citations
Semantic Scholar
Neuromemrisitive Architecture of HTM with On-Device Learning and Neurogenesis
Abdullah M. Zyarah, D. Kudithipudi
2018ACM Journal on Emerging Technologies in Computing Systems18 citations Open access
Semantic Scholar
Alps: Adaptive Quantization of Deep Neural Networks with GeneraLized PositS
H. F. Langroudi, Vedant Karia, Zachariah Carmichael, Abdullah M. Zyarah +3 more
20212021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)16 citations
Semantic Scholar
Deep Learning Training on the Edge with Low-Precision Posits
H. F. Langroudi, Zachariah Carmichael, D. Kudithipudi
2019arXiv.org16 citations
Semantic Scholar
Non-volatile Hierarchical Temporal Memory: Hardware for Spatial Pooling
Lennard Streat, D. Kudithipudi, Kevin Gomez
2016arXiv.org16 citations
Semantic Scholar
Mod-DeepESN: Modular Deep Echo State Network
Zachariah Carmichael, Humza Syed, Stuart Burtner, D. Kudithipudi
2018arXiv.org15 citations
Semantic Scholar
TACOS: Task Agnostic Continual Learning in Spiking Neural Networks
Nicholas Soures, Peter Helfer, A. Daram, Tej Pandit +1 more
2024arXiv.org14 citations
Semantic Scholar
Exploring Neuromodulation for Dynamic Learning
A. Daram, A. Yanguas-Gil, D. Kudithipudi
2020Frontiers in Neuroscience14 citations Open access
Semantic Scholar
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT
H. F. Langroudi, Vedant Karia, Tej Pandit, D. Kudithipudi
2021arXiv.org12 citations
Semantic Scholar
Spiking Reservoir Networks: Brain-inspired recurrent algorithms that use random, fixed synaptic strengths
Nicholas Soures, D. Kudithipudi
2019IEEE Signal Processing Magazine12 citations
Semantic Scholar
Reservoir Computing in Embedded Systems: Three variants of the reservoir algorithm.
Nicholas Soures, Corey Merkel, D. Kudithipudi, Clare D. Thiem +1 more
2017IEEE Consumer Electronics Magazine12 citations
Semantic Scholar
MetaplasticNet: Architecture with Probabilistic Metaplastic Synapses for Continual Learning
F. Zohora, Vedant Karia, A. Daram, Abdullah M. Zyarah +1 more
2021International Symposium on Circuits and Systems11 citations
Semantic Scholar
Convolutional Drift Networks for Video Classification
Dillon Graham, Seyed Hamed Fatemi Langroudi, Christopher Kanan, D. Kudithipudi
2017International Conference on Rebooting Computing11 citations Open access
Semantic Scholar
A Mathematical Formalization of Hierarchical Temporal Memory Cortical Learning Algorithm's Spatial Pooler
James Mnatzaganian, Ernest Fokoue, D. Kudithipudi
2016arXiv.org10 citations
Semantic Scholar
Digital neuromorphic chips for deep learning inference: a comprehensive study
H. F. Langroudi, Tej Pandit, Mark A. Indovina, D. Kudithipudi
2019Optical Engineering + Applications9 citations
Semantic Scholar
Extreme learning machine as a generalizable classification engine
Abdullah M. Zyarah, D. Kudithipudi
2017IEEE International Joint Conference on Neural Network9 citations
Semantic Scholar
Reconfigurable Digital Design of a Liquid State Machine for Spatio-Temporal Data
Anvesh Polepalli, Nicholas Soures, D. Kudithipudi
2016Annual International Conference on Nanoscale Computing and Communication9 citations
Semantic Scholar
Modular Memory is the Key to Continual Learning Agents
Vaggelis Dorovatas, M. Schwerin, Andrew D. Bagdanov, Lucas Caccia +20 more
2026arXiv.org8 citations
Semantic Scholar
SCOLAR: A Spiking Digital Accelerator with Dual Fixed Point for Continual Learning
Vedant Karia, F. Zohora, Nicholas Soures, D. Kudithipudi
2022International Symposium on Circuits and Systems8 citations
Semantic Scholar
The Insect Brain as a Model System for Low Power Electronics and Edge Processing Applications
A. Yanguas-Gil, A. Mane, J. Elam, Felix Wang +3 more
2019IEEE International Conference on Services Computing8 citations
Semantic Scholar
On-Device Learning in Memristor Spiking Neural Networks
Abdullah M. Zyarah, Nicholas Soures, D. Kudithipudi
2018International Symposium on Circuits and Systems8 citations
Semantic Scholar
Semi-Trained Memristive Crossbar Computing Engine with In Situ Learning Accelerator
Abdullah M. Zyarah, D. Kudithipudi
2018ACM Journal on Emerging Technologies in Computing Systems8 citations Open access
Semantic Scholar
Invited paper: Resource sharing in feed forward neural networks for energy efficiency
Abdullah M. Zyarah, D. Kudithipudi
2017Midwest Symposium on Circuits and Systems8 citations
Semantic Scholar
Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System
Abdullah M. Zyarah, D. Kudithipudi
2024ACM Transactions on Embedded Computing Systems7 citations Open access
Semantic Scholar
Probabilistic metaplasticity for continual learning with memristors in spiking networks
F. Zohora, Vedant Karia, Nicholas Soures, D. Kudithipudi
2024Scientific Reports7 citations Open access
Semantic Scholar