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19942026
most citedRecent Advances in Physical Reservoir Computing: A Review

2.2k citations

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cs.CV2018★ 4 cited

Focusing on What is Relevant: Time-Series Learning and Understanding using Attention

Phongtharin Vinayavekhin, Subhajit Chaudhury, Asim Munawar +4

This paper is a contribution towards interpretability of the deep learning models in different applications of time-series. We propose a temporal attention layer that is capable of…

cs.CV2017★ 1 cited

Limiting the Reconstruction Capability of Generative Neural Network using Negative Learning

Asim Munawar, Phongtharin Vinayavekhin, Giovanni De Magistris

Generative models are widely used for unsupervised learning with various applications, including data compression and signal restoration. Training methods for such systems focus on…