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Brain-Inspired Spiking Neural Network for Online Unsupervised Time Series Prediction


Apr 10, 2023
Biswadeep Chakraborty, Saibal Mukhopadhyay

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* Manuscript accepted to be published in IJCNN 2023 

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Unsupervised 3D Object Learning through Neuron Activity aware Plasticity


Feb 22, 2023
Beomseok Kang, Biswadeep Chakraborty, Saibal Mukhopadhyay

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* Published as a conference paper at ICLR 2023 

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Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles


Feb 22, 2023
Biswadeep Chakraborty, Saibal Mukhopadhyay

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* The Eleventh International Conference on Learning Representations 2023 
* Paper Published in ICLR 2023 (https://openreview.net/forum?id=QIRtAqoXwj

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Forecasting local behavior of multi-agent system and its application to forest fire model


Oct 28, 2022
Beomseok Kang, Minah Lee, Harshit Kumar, Saibal Mukhopadhyay

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* submitted to IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 

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Learning Point Processes using Recurrent Graph Network


Aug 11, 2022
Saurabh Dash, Xueyuan She, Saibal Mukhopadhyay

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* Accepted at IJCNN 2022 

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Radar Guided Dynamic Visual Attention for Resource-Efficient RGB Object Detection


Jun 03, 2022
Hemant Kumawat, Saibal Mukhopadhyay

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* Accepted in International Joint Conference on Neural Networks (IJCNN) 2022 

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RADNet: A Deep Neural Network Model for Robust Perception in Moving Autonomous Systems


Apr 30, 2022
Burhan A. Mudassar, Sho Ko, Maojingjing Li, Priyabrata Saha, Saibal Mukhopadhyay

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Unraveled Multilevel Transformation Networks for Predicting Sparsely-Observed Spatiotemporal Dynamics


Mar 16, 2022
Priyabrata Saha, Saibal Mukhopadhyay

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* 16 pages, 7 figures. This manuscript has been accepted for publication in Philosophical Transactions of the Royal Society A 

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$μ$DARTS: Model Uncertainty-Aware Differentiable Architecture Search


Jul 24, 2021
Biswadeep Chakraborty, Saibal Mukhopadhyay

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* 10 pages, 7 Tables, 6 Figures, Submitted in TNNLS 

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Characterization of Generalizability of Spike Time Dependent Plasticity trained Spiking Neural Networks


May 31, 2021
Biswadeep Chakraborty, Saibal Mukhopadhyay

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* 15 pages, submitted to Frontiers in Neuroscience. arXiv admin note: text overlap with arXiv:2010.08195, arXiv:2006.09313 by other authors 

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