Klotz, Daniel
- TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning
2025/05/29 by Andreas Auer, Auer, Andreas, Patrick Podest +9 · 2 voices · 33 citations
Computer Science · Decision Sciences · Engineering · #Forecasting Techniques and Applications #Stock Market Forecasting Methods #Traffic Prediction and Management Techniques #cs.LG
- Towards Learning Universal, Regional, and Local Hydrological Behaviors\n via Machine-Learning Applied to Large-Sample Datasets
2019/07/19 by Frederik Kratzert, Daniel Klotz, Kratzert, Frederik +9 · 19 citations
Environmental Science · #FOS: Computer and information sciences #Flood Risk Assessment and Management #Hydrological Forecasting Using AI #Hydrology and Watershed Management Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Conformal Prediction for Time Series with Modern Hopfield Networks
2023/03/22 by Andreas Auer, Auer, Andreas, Martin Gauch +5 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Time Series Analysis and Forecasting
- MC-LSTM: Mass-Conserving LSTM
2021/01/09 by Pieter-Jan Hoedt, Frederik Kratzert, Hoedt, Pieter-Jan +13 · 3 citations
Computer Science · Environmental Science · #Anomaly Detection Techniques and Applications #Hydrological Forecasting Using AI #Generative Adversarial Networks and Image Synthesis
- Energy-based Hopfield Boosting for Out-of-Distribution Detection
2024/05/14 by Hofmann, Claus, Schmid, Simon, Lehner, Bernhard +2 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Uncertainty Estimation with Deep Learning for Rainfall-Runoff Modelling
2020/12/15 by Daniel Klotz, Klotz, Daniel, Frederik Kratzert +11 · 1 citation
Environmental Science · #86A05 #FOS: Computer and information sciences #FOS: Physical sciences #Flood Risk Assessment and Management #Geophysics (physics.geo-ph) #Hydrological Forecasting Using AI #Hydrology and Watershed Management Studies #J.2.5 #Machine Learning (cs.LG)
- Simplified priors for Object-Centric Learning
2024/10/01 by Vihang Patil, Patil, Vihang, Andreas Radler +5 · 1 citation
Computer Science · #Machine Learning and Algorithms