
How Robust are Deep Neural Networks?
Convolutional and Recurrent, deep neural networks have been successful i...
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Conditional Autoencoders with Adversarial Information Factorization
Generative models, such as variational autoencoders (VAE) and generativ...
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LatentPoison  Adversarial Attacks On The Latent Space
Robustness and security of machine learning (ML) systems are intertwined...
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GeoSeq2Seq: Information Geometric SequencetoSequence Networks
The Fisher information metric is an important foundation of information ...
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Generative Adversarial Networks: An Overview
Generative adversarial networks (GANs) provide a way to learn deep repre...
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StackSeq2Seq: Dual Encoder Seq2Seq Recurrent Networks
A widely studied nondeterministic polynomial time (NP) hard problem lie...
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Sequence stacking using dual encoder Seq2Seq recurrent networks
A widely studied nonpolynomial (NP) hard problem lies in finding a rout...
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Approximating metaheuristics with homotopic recurrent neural networks
Much combinatorial optimisation problems constitute a nonpolynomial (NP...
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Pillar Networks++: Distributed nonparametric deep and wide networks
In recent work, it was shown that combining multikernel based support v...
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Multikernel learning of deep convolutional features for action recognition
Image understanding using deep convolutional network has reached humanl...
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Bayesian Belief Updating of Spatiotemporal Seizure Dynamics
Epileptic seizure activity shows complicated dynamics in both space and ...
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Approximate Bayesian inference as a gauge theory
In a published paper [Sengupta, 2016], we have proposed that the brain (...
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Biswa Sengupta
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Head of Machine Learning at Huawei Technologies since 2017, Visiting Senior Research Scientist at Imperial College London since 2016, Chief Research Scientist at Cortexica Vision Systems from 20162017, Senior Research Scientist at University of Cambridge 20162017, Research Scientist at University College London from 20112016, Research Scientist at Indian Institute of Science from 20112012, Research Scientist at LMU  LudwigMaximiliansUniversität München from 20082011, Research Assistant at HertieInstitute for Clinical Brain Research 2007, Research Assistant at Max Planck Institute for Biological Cybernetics from 20052007, Research Scientist at University of York 20042005, PhD in Computation and Neural Systems at University of Cambridge 20072011