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Klotz, Daniel

  1. 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
  2. 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)
  3. 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
  4. 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
  5. 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)
  6. 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)
  7. 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