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04/10/2023
Brain-Inspired Spiking Neural Network for Online Unsupervised Time Series Prediction
Energy and data-efficient online time series prediction for predicting e...
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02/22/2023
Unsupervised 3D Object Learning through Neuron Activity aware Plasticity
We present an unsupervised deep learning model for 3D object classificat...
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02/22/2023
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles
This paper shows that the heterogeneity in neuronal and synaptic dynamic...
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09/22/2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification
Spiking Neural Networks are often touted as brain-inspired learning mode...
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06/24/2022
XMD: An Expansive Hardware-telemetry based Malware Detector to enhance Endpoint Detection
Hardware-based Malware Detectors (HMDs) have shown promise in detecting ...
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07/24/2021
μDARTS: Model Uncertainty-Aware Differentiable Architecture Search
We present a Model Uncertainty-aware Differentiable ARchiTecture Search ...
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05/31/2021
Characterization of Generalizability of Spike Timing Dependent Plasticity trained Spiking Neural Networks
A Spiking Neural Network (SNN) is trained with Spike Timing Dependent Pl...
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04/21/2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection
This paper proposes a Fully Spiking Hybrid Neural Network (FSHNN) for en...
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09/02/2020
Cost-aware Feature Selection for IoT Device Classification
Classification of IoT devices into different types is of paramount impor...
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03/19/2019