Schweisthal, Jonas

1. Conformal Prediction for Causal Effects of Continuous Treatments
   2024/07/03 by Maresa Schröder, Dennis Frauen, Schröder, Maresa +9 · 5 citations
   Mathematics · #Statistical Methods in Clinical Trials #Advanced Causal Inference Techniques
2. DiffPO: A causal diffusion model for learning distributions of potential outcomes
   2024/10/11 by Yuchen Ma, Valentyn Melnychuk, Ma, Yuchen +5 · 4 citations
   Decision Sciences · #Complex Systems and Decision Making #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
   2024/12/16 by Yuxin Wang, Maresa Schröder, Wang, Yuxin +9 · 2 citations
   Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods in Clinical Trials
4. Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments
   2024/06/04 by Schweisthal, Jonas, Frauen, Dennis, van der Schaar, Mihaela +1 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Treatment Effect Estimation for Optimal Decision-Making
   2025/05/19 by Frauen, Dennis, Melnychuk, Valentyn, Schweisthal, Jonas +2 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Orthogonal Representation Learning for Estimating Causal Quantities
   2025/02/06 by Valentyn Melnychuk, Dennis Frauen, Melnychuk, Valentyn +5 · 2 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning and Data Classification