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Steffen Illium 2025-03-31 22:55:41 +02:00
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_posts/research/2022-02-25-rnn-memory-limits.md
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--- ---
layout: single layout: single
title: "RNN Memory Limits" title: "RNN Memory Limits"
categories: research deep-learning recurrent-neural-networks sequence-modeling theoretical-ml categories: research
tags: deep-learning recurrent-neural-networks sequence-modeling theoretical-ml
excerpt: "Investigated memory limits of RNNs in recalling uncorrelated sequences." excerpt: "Investigated memory limits of RNNs in recalling uncorrelated sequences."
header: header:
teaser: /assets/figures/22_rnn_limits.png teaser: /assets/figures/22_rnn_limits.png

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_posts/research/2023-02-25-autoencoder-trajectory-compression.md
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layout: single layout: single
title: "Autoencoder Trajectory Compression" title: "Autoencoder Trajectory Compression"
categories: research deep-learning recurrent-neural-networks trajectory-analysis data-compression geoinformatics categories: research
tags: deep-learning recurrent-neural-networks trajectory-analysis data-compression geoinformatics
excerpt: "LSTM autoencoder better DP for trajectory compression (Fréchet/DTW)." excerpt: "LSTM autoencoder better DP for trajectory compression (Fréchet/DTW)."
header: header:
teaser: /assets/figures/23_trajectory_model.png teaser: /assets/figures/23_trajectory_model.png