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02/28/2023
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image Analysis
An unresolved issue in contemporary biomedicine is the overwhelming numb...
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12/07/2022
Curiosity creates Diversity in Policy Search
When searching for policies, reward-sparse environments often lack suffi...
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10/11/2022
Architectural Optimization over Subgroups for Equivariant Neural Networks
Incorporating equivariance to symmetry groups as a constraint during neu...
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10/05/2022
On Neural Consolidation for Transfer in Reinforcement Learning
Although transfer learning is considered to be a milestone in deep reinf...
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10/05/2022
Neural Distillation as a State Representation Bottleneck in Reinforcement Learning
Learning a good state representation is a critical skill when dealing wi...
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02/17/2022
When, where, and how to add new neurons to ANNs
Neurogenesis in ANNs is an understudied and difficult problem, even comp...
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06/22/2021
On Constrained Optimization in Differentiable Neural Architecture Search
Differentiable Architecture Search (DARTS) is a recently proposed neural...
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12/05/2018
Neuromodulated Learning in Deep Neural Networks
In the brain, learning signals change over time and synaptic location, a...
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07/16/2018
Evolving Differentiable Gene Regulatory Networks
Over the past twenty years, artificial Gene Regulatory Networks (GRNs) h...
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06/14/2018