| 2026 | AAAI | DeToNATION: Decoupled Torch Network-Aware Training on Interlinked Online Nodes. | Mogens Henrik From, Jacob Nielsen, Lukas Galke, Peter Schneider-Kamp |
| 2025 | ACL | Continual Quantization-Aware Pre-Training: When to transition from 16-bit to 1.58-bit pre-training for BitNet language models? | Jacob Nielsen, Peter Schneider-Kamp, Lukas Galke |
| 2025 | ECAI | Gumbel-MPNN: Graph Rewiring with Gumbel-Softmax. | Marcel Hoffmann, Lukas Galke, Ansgar Scherp |
| 2025 | ECAI | Guarded Query Routing for Large Language Models. | Richard Slher, William Brach, Tibor Sloboda, Kristin Kostl, Lukas Galke |
| 2025 | ESANN | Isotropy Matters: Soft-ZCA Whitening of Embeddings for Semantic Code Search. | Andor Diera, Lukas Galke, Ansgar Scherp |
| 2025 | ICAART | When Are 1.58 Bits Enough? A Bottom-up Exploration of Quantization-Aware Training with Ternary Weights. | Jacob Nielsen, Lukas Galke, Peter Schneider-Kamp |
| 2024 | ECAI | RADAr: A Transformer-Based Autoregressive Decoder Architecture for Hierarchical Text Classification. | Yousef Younes, Lukas Galke, Ansgar Scherp |
| 2023 | IJCNN | Open-World Lifelong Graph Learning. | Marcel Hoffmann, Lukas Galke, Ansgar Scherp |
| 2022 | ACL | Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP. | Lukas Galke, Ansgar Scherp |
| 2022 | IJCNN | General Cross-Architecture Distillation of Pretrained Language Models into Matrix Embeddings. | Lukas Galke, Isabelle Cuber, Christoph Meyer, Henrik Ferdinand Nlscher, Angelina Sonderecker, Ansgar Scherp |
| 2021 | IJCNN | Lifelong Learning of Graph Neural Networks for Open-World Node Classification. | Lukas Galke, Benedikt Franke, Tobias Zielke, Ansgar Scherp |
| 2019 | GI | What If We Encoded Words as Matrices and Used Matrix Multiplication as Composition Function? | Lukas Galke, Florian Mai, Ansgar Scherp |
| 2019 | GI | Inductive Learning of Concept Representations from Library-Scale Bibliographic Corpora. | Lukas Galke, Tetyana Melnychuk, Eva Seidlmayer, Steffen Trog, Konrad U. Frstner, Carsten Schultz, Klaus Tochtermann |
| 2019 | ICLR | CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space Model. | Florian Mai, Lukas Galke, Ansgar Scherp |
| 2018 | RecSys | Using Adversarial Autoencoders for Multi-Modal Automatic Playlist Continuation. | Iacopo Vagliano, Lukas Galke, Florian Mai, Ansgar Scherp |
| 2017 | GI | Word Embeddings for Practical Information Retrieval. | Lukas Galke, Ahmed Saleh, Ansgar Scherp |