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Julia Gastinger
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On the performance of differential evolution for hyperparameter tuning
M Schmidt, S Safarani, J Gastinger, T Jacobs, S Nicolas, A Schülke
2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019
312019
A study on Ensemble Learning for Time Series Forecasting and the need for Meta-Learning
J Gastinger, S Nicolas, D Stepić, M Schmidt, A Schülke
2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021
232021
Comparing Apples and Oranges? On the Evaluation of Methods for Temporal Knowledge Graph Forecasting
J Gastinger, T Sztyler, L Sharma, A Schuelke, H Stuckenschmidt
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
102023
Pose Estimation and Tracking Control of a Pneumatic Soft Robotic Hand
J Gastinger, D Mueller, A Hildebrandt, O Sawodny
IFAC-PapersOnLine 53 (2), 9962-9967, 2020
42020
Prock: machine learning for knowledge-intensive processes
T Jacobs, J Yu, J Gastinger, T Sztyler
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
32022
Human-Centric Research for NLP: Towards a Definition and Guiding Questions
B Kotnis, K Gashteovski, J Gastinger, G Serra, F Alesiani, T Sztyler, ...
arXiv preprint arXiv:2207.04447, 2022
32022
On the Evaluation of Methods for Temporal Knowledge Graph Forecasting
J Gastinger, T Sztyler, L Sharma, A Schuelke
NeurIPS 2022 Temporal Graph Learning Workshop, 2022
32022
HAMLET-A Learning Curve-Enabled Multi-Armed Bandit for Algorithm Selection
M Schmidt, J Gastinger, S Nicolas, A Schülke
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
32020
History repeats itself: A Baseline for Temporal Knowledge Graph Forecasting
J Gastinger, C Meilicke, F Errica, T Sztyler, A Schuelke, H Stuckenschmidt
arXiv preprint arXiv:2404.16726, 2024
12024
Semantic graphing of heterogeneous documents for automated decision making and resource allocation using reinforcement learning
T Jacobs, J Gastinger
US Patent App. 17/718,442, 2023
12023
Dynamic Representations of Global Crises: Creation And Analysis of a Temporal Knowledge Graph For Conflicts, Trade and Value Networks
J Gastinger, N Steinert, S Gründer-Fahrer, M Martin
Second International Workshop on Linked Data-driven Resilience Research …, 2023
12023
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs
J Gastinger, S Huang, M Galkin, E Loghmani, A Parviz, F Poursafaei, ...
arXiv preprint arXiv:2406.09639, 2024
2024
Meta-automated machine learning with improved multi-armed bandit algorithm for selecting and tuning a machine learning algorithm
M Schmidt, J Gastinger
US Patent App. 18/186,307, 2023
2023
Meta-automated machine learning with improved multi-armed bandit algorithm for selecting and tuning a machine learning algorithm
M Schmidt, J Gastinger
US Patent 11,645,572, 2023
2023
Supplementary Material for History repeats itself: A Baseline for Temporal Knowledge Graph Forecasting
J Gastinger, C Meilicke, F Errica, T Sztyler, A Schuelke, H Stuckenschmidt
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