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Dennis Grinwald, Philipp Wiesner, Shinichi Nakajima
Solution Simplex Clustering for Heterogeneous Federated Learning
Kim A. Nicoli, Christopher J. Anders, Tobias Hartung, Karl Jansen, Pan Kessel, Shinichi Nakajima
Detecting and Mitigating Mode-Collapse for Flow-based Sampling of Lattice Field Theories
Kim Andrea Nicoli, Christopher J. Anders, Lena Funcke, Tobias Hartung, Karl Jansen, Stefan Kuhn, Klaus-Robert Muller, Paolo Stornati, Pan Kessel, Shinichi Nakajima et al.
Physics-Informed Bayesian Optimization of Variational Quantum Circuits
Ping Xiong, Thomas Schnake, Michael Gastegger, Grégoire Montavon, Klaus Robert Müller, Shinichi Nakajima
Relevant Walk Search for Explaining Graph Neural Networks
Alexander Bauer, Shinichi Nakajima, Klaus-Robert Müller
Polynomial-Time Constrained Message Passing for Exact MAP Inference on Discrete Models with Global Dependencies
David Lassner, Stephanie Brandl, Anne Baillot, Shinichi Nakajima
Domain-Specific Word Embeddings with Structure Prediction
Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Gregoire Montavon
Higher-Order Explanations of Graph Neural Networks via Relevant Walks
Lorenz Vaitl, Kim Andrea Nicoli, Shinichi Nakajima, Pan Kessel
Gradients should stay on Path: Better Estimators of the Reverse- and Forward KL divergence for Normalizing Flows
Ping Xiong, Thomas Schnake, Gregoire Montavon, Klaus-Robert Muller, Shinichi Nakajima
Efficient Higher-Order Subgraph Attribution via Message Passing
Susanna Schwarzmann, Clarissa Cassales Marquezan, Riccardo Trivisonno, Shinichi Nakajima, Vincent Barriac, Thomas Zinner