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Thomas Liebig

Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph

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Sep 17, 2024
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AALF: Almost Always Linear Forecasting

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Sep 16, 2024
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Using Petri Nets as an Integrated Constraint Mechanism for Reinforcement Learning Tasks

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Jul 05, 2024
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Enhancing Safety for Autonomous Agents in Partly Concealed Urban Traffic Environments Through Representation-Based Shielding

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Jul 05, 2024
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Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks

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Oct 02, 2023
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Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks

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Aug 31, 2023
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Curvature-based Pooling within Graph Neural Networks

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Aug 31, 2023
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Distributed LSTM-Learning from Differentially Private Label Proportions

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Jan 15, 2023
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LOSDD: Leave-Out Support Vector Data Description for Outlier Detection

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Dec 27, 2022
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Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks

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Nov 21, 2022
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