Jonas Schweisthal

22 papers A* 5Journal 16Unranked 1
YearRankTypeTitle / Venue / Authors
2025 — conf
A Diffusion-Based Method for Learning the Multi-Outcome Distribution of Medical Treatments.
KDD (2)
Yuchen Ma, Jonas Schweisthal, Hengrui Zhang, Stefan Feuerriegel
2025 J jnl
A Diffusion-Based Method for Learning the Multi-Outcome Distribution of Medical Treatments.
CoRR
Yuchen Ma, Jonas Schweisthal, Hengrui Zhang, Stefan Feuerriegel
2025 J jnl
Algorithms for reliable decision-making need causal reasoning.
Nat. Comput. Sci.
Christoph Kern, Unai Fischer Abaigar, Jonas Schweisthal, Dennis Frauen, Rayid Ghani, Stefan Feuerriegel, Mihaela van der Schaar, Frauke Kreuter
2025 J jnl
An Orthogonal Learner for Individualized Outcomes in Markov Decision Processes.
CoRR
Emil Javurek, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Dennis Frauen, Stefan Feuerriegel
2025 J jnl
Assessing the robustness of heterogeneous treatment effects in survival analysis under informative censoring.
CoRR
Yuxin Wang, Dennis Frauen, Jonas Schweisthal, Maresa Schröder, Stefan Feuerriegel
2025 A* conf
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets.
ICLR
Yuxin Wang, Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel
2025 J jnl
LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding.
CoRR
Yuchen Ma, Dennis Frauen, Jonas Schweisthal, Stefan Feuerriegel
2025 A* conf
Learning Representations of Instruments for Partial Identification of Treatment Effects.
ICML
Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel
2025 J jnl
Orthogonal Representation Learning for Estimating Causal Quantities.
CoRR
Valentyn Melnychuk, Dennis Frauen, Jonas Schweisthal, Stefan Feuerriegel
2025 J jnl
Overlap-Adaptive Regularization for Conditional Average Treatment Effect Estimation.
CoRR
Valentyn Melnychuk, Dennis Frauen, Jonas Schweisthal, Stefan Feuerriegel
2025 J jnl
Treatment Effect Estimation for Optimal Decision-Making.
CoRR
Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Mihaela van der Schaar, Stefan Feuerriegel
2024 J jnl
Causal machine learning for predicting treatment outcomes.
CoRR
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S. Kohane, Mihaela van der Schaar
2024 J jnl
Conformal Prediction for Causal Effects of Continuous Treatments.
CoRR
Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Valentyn Melnychuk, Stefan Feuerriegel
2024 J jnl
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets.
CoRR
Yuxin Wang, Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel
2024 A* conf
DiffPO: A causal diffusion model for learning distributions of potential outcomes.
NeurIPS
Yuchen Ma, Valentyn Melnychuk, Jonas Schweisthal, Stefan Feuerriegel
2024 J jnl
DiffPO: A causal diffusion model for learning distributions of potential outcomes.
CoRR
Yuchen Ma, Valentyn Melnychuk, Jonas Schweisthal, Stefan Feuerriegel
2024 J jnl
Learning Representations of Instruments for Partial Identification of Treatment Effects.
CoRR
Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel
2024 A* conf
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments.
ICML
Jonas Schweisthal, Dennis Frauen, Mihaela van der Schaar, Stefan Feuerriegel
2024 J jnl
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments.
CoRR
Jonas Schweisthal, Dennis Frauen, Mihaela van der Schaar, Stefan Feuerriegel
2023 A* conf
Reliable Off-Policy Learning for Dosage Combinations.
NeurIPS
Jonas Schweisthal, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel
2023 J jnl
Reliable Off-Policy Learning for Dosage Combinations.
CoRR
Jonas Schweisthal, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel
2022 J jnl
Robust and Efficient Imbalanced Positive-Unlabeled Learning with Self-supervision.
CoRR
Emilio Dorigatti, Jonas Schweisthal, Bernd Bischl, Mina Rezaei