| Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP L Galke, A Scherp Proceedings of the 60th Annual Meeting of the Association for Computational …, 2022 | 56* | 2022 |
| Word embeddings for practical information retrieval L Galke, A Saleh, A Scherp Informatik 2017, 2155-2167, 2017 | 47 | 2017 |
| Using deep learning for title-based semantic subject indexing to reach competitive performance to full-text F Mai, L Galke, A Scherp Proceedings of the 18th ACM/IEEE on joint conference on digital libraries …, 2018 | 46 | 2018 |
| Lifelong learning of graph neural networks for open-world node classification L Galke, B Franke, T Zielke, A Scherp 2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021 | 42 | 2021 |
| Using titles vs. full-text as source for automated semantic document annotation L Galke, F Mai, A Schelten, D Brunsch, A Scherp Proceedings of the 9th Knowledge Capture Conference, 1-4, 2017 | 31 | 2017 |
| Multi-modal adversarial autoencoders for recommendations of citations and subject labels L Galke, F Mai, I Vagliano, A Scherp Proceedings of the 26th conference on user modeling, adaptation and …, 2018 | 30 | 2018 |
| Emergent communication for understanding human language evolution: What's missing? L Galke, Y Ram, L Raviv arXiv preprint arXiv:2204.10590, 2022 | 26 | 2022 |
| Linked open citation database: Enabling libraries to contribute to an open and interconnected citation graph A Lauscher, K Eckert, L Galke, A Scherp, STR Rizvi, S Ahmed, A Dengel, ... Proceedings of the 18th ACM/IEEE on Joint Conference on Digital Libraries …, 2018 | 26 | 2018 |
| CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space Model F Mai, L Galke, A Scherp ICLR 2019 · The Seventh International Conference on Learning Representations, 2019 | 16 | 2019 |
| Lifelong learning on evolving graphs under the constraints of imbalanced classes and new classes L Galke, I Vagliano, B Franke, T Zielke, M Hoffmann, A Scherp Neural Networks 164, 156-176, 2023 | 15 | 2023 |
| Bag-of-words vs. sequence vs. graph vs. hierarchy for single-and multi-label text classification A Diera, BX Lin, B Khera, T Meuser, T Singhal, L Galke, A Scherp arXiv preprint arXiv 2204 (10.48550), 2022 | 13 | 2022 |
| Incremental training of graph neural networks on temporal graphs under distribution shift L Galke, I Vagliano, A Scherp arXiv preprint arXiv:2006.14422v2, 2020 | 13* | 2020 |
| Can Graph Neural Networks Go" Online"? An Analysis of Pretraining and Inference L Galke, I Vagliano, A Scherp arXiv preprint arXiv:1905.06018, 2019 | 12 | 2019 |
| Inductive learning of concept representations from library-scale corpora with graph convolution L Galke, T Melnychuk, E Seidlmayer, S Trog, KU Frstner, C Schultz, ... INFORMATIK. Gesellschaft für Informatik, Bonn, 2019 | 12* | 2019 |
| Deep neural networks and humans both benefit from compositional language structure L Galke, Y Ram, L Raviv Nature Communications 15 (1), 10816, 2024 | 8* | 2024 |
| Open-World Lifelong Graph Learning M Hoffmann, L Galke, A Scherp 2023 International Joint Conference on Neural Networks (IJCNN), 1-9, 2023 | 7* | 2023 |
| Using adversarial autoencoders for multi-modal automatic playlist continuation I Vagliano, L Galke, F Mai, A Scherp Proceedings of the ACM Recommender Systems Challenge 2018, 1-6, 2018 | 7 | 2018 |
| Learning and communication pressures in neural networks: Lessons from emergent communication LPA Galke, L Raviv Language Development Research 5 (1), 116-143, 2025 | 6* | 2025 |
| Development of Similarity Measures From Graph-Structured Bibliographic Metadata: An Application to Identify Scientific Convergence T Melnychuk, L Galke, E Seidlmayer, S Bröring, KU Förstner, ... IEEE Transactions on Engineering Management, 2023 | 6 | 2023 |
| Are We Really Making Much Progress in Text Classification? A Comparative Review L Galke, A Diera, BX Lin, B Khera, T Meuser, T Singhal, F Karl, A Scherp arXiv preprint arXiv:2204.03954, 2022 | 6* | 2022 |
Ansgar ScherpUniversity of Ulm, GermanyVerified email at ansgarscherp.net
