Lukas Gruber

5 papers · 2020–2024 · 4 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird

Venues

NeurIPS (2) ECCV (1) ICLR (1) ICML (1)

Top co-authors

Markus Holzleitner (4) Johannes Brandstetter (3) Sepp Hochreiter (3) Bernhard Schäfl (2) Michael Widrich (2) Hubert Ramsauer (2) Günter Klambauer (2) Johannes Lehner (2) Philipp Seidl (1) Simon Schmid (1)

Research topics

Deep Learning (3) Machine Learning (3) Architectures (3) Core Methods (2) Artificial Intelligence (1) Mathematics & Optimization (1) Application Areas (1) Core AI (1) Optimization (1) Optimization & Theory · Deep Learning (1) Optimization & Theory · Machine Learning (1) Techniques (1)

Keywords

attention mechanism (2) hopfield network (2) unsupervised domain adaptation (1) multiple instance learning (1) density ratio estimation (1) latent space (1) fluid dynamics (1) neural operator (1) physics simulation (1) spatiotemporal dynamics (1) kernel methods (1) pattern retrieval (1) eulerian simulation (1) immune repertoire (1) physics surrogate model (1) universal physics transformer (1) spatio-temporal problem (1) lagrangian simulation (1) error saturation (1) importance-weighted ensembling (1)

Papers

Overcoming Saturation in Density Ratio Estimation by Iterated Regularization ICML 2024 Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators NeurIPS 2024 LaMAR: Benchmarking Localization and Mapping for Augmented Reality ECCV 2022 Hopfield Networks is All You Need ICLR 2021 Modern Hopfield Networks and Attention for Immune Repertoire Classification NeurIPS 2020