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Travis Desell

Class Incremental Continual Learning with Self-Organizing Maps and Variational Autoencoders Using Synthetic Replay

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Aug 28, 2025
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Neuroevolution Neural Architecture Search for Evolving RNNs in Stock Return Prediction and Portfolio Trading

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Oct 22, 2024
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Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps

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Feb 19, 2024
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Minimally Supervised Topological Projections of Self-Organizing Maps for Phase of Flight Identification

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Feb 17, 2024
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Minimally Supervised Learning using Topological Projections in Self-Organizing Maps

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Jan 12, 2024
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Backpropagation-Free 4D Continuous Ant-Based Neural Topology Search

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May 11, 2023
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Predicted Embedding Power Regression for Large-Scale Out-of-Distribution Detection

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Mar 14, 2023
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Online Evolutionary Neural Architecture Search for Multivariate Non-Stationary Time Series Forecasting

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Feb 20, 2023
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A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID

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Oct 13, 2022
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Addressing Tactic Volatility in Self-Adaptive Systems Using Evolved Recurrent Neural Networks and Uncertainty Reduction Tactics

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Apr 21, 2022
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