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All Models are Wrong, Knowing Where is Useful: On Model Uncertainty in Reinforcement Learning2026 arXiv (Cornell University) preprint Computer Science Reinforcement Learning in Robotics Open access
Bernd Frauenknecht, Devdutt Subhasish, Artur Eisele, Friedrich Solowjow, Sebastian Trimpe
0citations -
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis2024 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad, Afshin Bozorgpour, Soheila Hatami, +5 more
4citations -
QS4D: Quantization‐Aware Training for Efficient Hardware Deployment of Structured State‐Space Sequential Models2026 Advanced Intelligent Systems article Computer Science Advanced Neural Network Applications Open access
Sebastian Siegel, Ming-Jay Yang, Younes Bouhadjar, Maxime Fabre, Emre Neftci, John Paul Strachan
1citations -
Efficient Utilization of Large Pre-Trained Models for Low Resource ASR2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW) conference-paper Computer Science Speech Recognition and Synthesis
Peter Vieting, Christoph Lüscher, Ralf Schlüter, Hermann Ney
4citations -
QS4D: Quantization-Aware Training for Efficient Hardware Deployment of Structured State-Space Sequential Models2026 Advanced Intelligent Systems article Computer Science Advanced Neural Network Applications Open access
Sebastian Siegel, Ming-Jay Yang, Younes Bouhadjar, Maxime Fabre, Emre Neftci, John Paul Strachan
0citations -
Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access
Binh Duong Nguyen, Pavlo Potapenko, Aytekin Demirci, Kishan Govind, Sébastien Bompas, Stefan Sandfeld
22citations -
Surrogate models in convection-dominated fault systems: considerations for efficient and reliable realizations2026 Computational Geosciences article Engineering Reservoir Engineering and Simulation Methods Open access
Thomas Simader, Denise Degen, Tobias Meier, Horst Rüter, Jan Florian Wellmann
0citations -
A hybrid enrichment strategy for the efficient construction of reduced order models by the proper generalized decomposition0citations
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Impact of model parametrization and formulation on the explorative power of electricity network congestion management models - Insights from a grid model comparison experiment2022 Renewable and Sustainable Energy Reviews article Engineering Electric Power System Optimization Open access
Hannes Hobbie, Jonas Mehlem, Christina Wolff, Lukas Weber, Franziska Flachsbarth, Dominik Möst, +1 more
31citations -
Surrogate models in convection-dominated fault systems: considerations for efficient and reliable realizations2026 Computational Geosciences article Physics and Astronomy Model Reduction and Neural Networks Open access
Thomas Simader, Denise Degen, Tobias Meier, Horst Rüter, Florian Wellmann
0citations -
Analog in-memory computing attention mechanism for fast and energy-efficient large language models2025 Nature Computational Science article Engineering Advanced Memory and Neural Computing Open access cited by 1 patent
Nathan Leroux, Paul-Philipp Manea, Chirag Sudarshan, Jan Finkbeiner, Sebastian Siegel, John Paul Strachan, +1 more
24citations -
Analog In-Memory Computing Attention Mechanism for Fast and Energy-Efficient Large Language Models2024 JuSER (Forschungszentrum Jülich) article Engineering Advanced Memory and Neural Computing Open access
Nathan Leroux, Paul-Philipp Manea, Chirag Sudarshan, Jan Finkbeiner, Sebastian Siegel, John Paul Strachan, +1 more
0citations -
HotelMatch-LLM: Joint Multi-Task Training of Small and Large Language Models for Efficient Multimodal Hotel Retrieval2025 Annual Meeting of the Association for Computational Linguistics (ACL) conference-paper Computer Science Multimodal Machine Learning Applications Open access
Arian Askari, Emmanouil Stergiadis, Ilya Gusev, Moran Beladev
0citations