Constantine Dovrolis | DeepAI

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Featured Co-authors

Zsolt Kira
69 publications
Bistra Dilkina
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Shreyas Malakarjun Patil
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Payam Siyari
4 publications
Mustafa Burak Gurbuz
3 publications
James Smith
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Ilias Fountalis
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Jean Michael Moorman
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Seth Baer
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Annalisa Bracco
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Shella Keilholz
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∙ 05/29/2023

SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning

Deep neural networks (DNNs) struggle to learn in dynamic environments si...

0 Mustafa Burak Gurbuz, et al. ∙

∙ 06/18/2022

NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks

The goal of continual learning (CL) is to learn different tasks over tim...

0 Mustafa Burak Gurbuz, et al. ∙

∙ 10/22/2020

PHEW: Paths with higher edge-weights give "winning tickets" without training data

Sparse neural networks have generated substantial interest recently beca...

0 Shreyas Malakarjun Patil, et al. ∙

∙ 06/06/2019

Evolution of Hierarchical Structure Reuse in iGEM Synthetic DNA Sequences

Many complex systems, both in technology and nature, exhibit hierarchica...

0 Payam Siyari, et al. ∙

∙ 04/03/2019

Unsupervised Continual Learning and Self-Taught Associative Memory Hierarchies

We first pose the Unsupervised Continual Learning (UCL) problem: learnin...

0 James Smith, et al. ∙

∙ 10/22/2018

A neuro-inspired architecture for unsupervised continual learning based on online clustering and hierarchical predictive coding

We propose that the Continual Learning desiderata can be achieved throug...

0 Constantine Dovrolis, et al. ∙

∙ 05/13/2018

Emergence and Evolution of Hierarchical Structure in Complex Systems

It is well known that many complex systems, both in technology and natur...

0 Payam Siyari, et al. ∙

∙ 02/23/2016

δ-MAPS: From spatio-temporal data to a weighted and lagged network between functional domains

We propose δ-MAPS, a method that analyzes spatio-temporal data to first ...

0 Ilias Fountalis, et al. ∙

∙ 02/17/2016

Lexis: An Optimization Framework for Discovering the Hierarchical Structure of Sequential Data

Data represented as strings abounds in biology, linguistics, document mi...

0 Payam Siyari, et al. ∙

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