Kollovieh, Marcel

1. Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting
   2023/07/21 by Marcel Kollovieh, Abdul Fatir Ansari, Kollovieh, Marcel +9 · 16 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Energy Load and Power Forecasting #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing
2. Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting
   2024/10/03 by Marcel Kollovieh, Marten Lienen, Kollovieh, Marcel +7 · 7 citations
   Computer Science · #Time Series Analysis and Forecasting #Data Stream Mining Techniques #Gaussian Processes and Bayesian Inference
3. Unlocking Point Processes through Point Set Diffusion
   2024/10/29 by David Lüdke, Enric Rabasseda Raventós, Lüdke, David +5 · 3 citations
   Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Point processes and geometric inequalities
4. Efficient Time Series Processing for Transformers and State-Space Models through Token Merging
   2024/05/28 by Leon Götz, Marcel Kollovieh, Götz, Leon +5 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
5. Byte Pair Encoding for Efficient Time Series Forecasting
   2025/05/20 by Götz, Leon, Kollovieh, Marcel, Günnemann, Stephan +1 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)