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Conformal Prediction for Causal Effects of Continuous Treatments
v1v2v3v4 (latest)

Conformal Prediction for Causal Effects of Continuous Treatments

3 July 2024
Maresa Schröder
Dennis Frauen
Jonas Schweisthal
Konstantin Heß
Valentyn Melnychuk
Stefan Feuerriegel
ArXiv (abs)PDFHTMLGithub

Papers citing "Conformal Prediction for Causal Effects of Continuous Treatments"

10 / 10 papers shown
Multi-Condition Conformal Selection
Multi-Condition Conformal Selection
Qingyang Hao
Wenbo Liao
Bingyi Jing
Hongxin Wei
286
1
0
09 Oct 2025
Counterfactually Fair Conformal Prediction
Counterfactually Fair Conformal Prediction
Ozgur Guldogan
Neeraj Sarna
Yuanyuan Li
Michael Berger
203
1
0
09 Oct 2025
PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects
PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects
Maresa Schröder
Justin Hartenstein
Stefan Feuerriegel
470
1
0
27 May 2025
Differentially Private Learners for Heterogeneous Treatment Effects
Differentially Private Learners for Heterogeneous Treatment EffectsInternational Conference on Learning Representations (ICLR), 2025
Maresa Schröder
Valentyn Melnychuk
Stefan Feuerriegel
CML
399
3
0
05 Mar 2025
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
Constructing Confidence Intervals for Average Treatment Effects from Multiple DatasetsInternational Conference on Learning Representations (ICLR), 2024
Yuxin Wang
Maresa Schröder
Dennis Frauen
Jonas Schweisthal
Konstantin Hess
Stefan Feuerriegel
CML
604
6
0
16 Dec 2024
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal LearnerNeural Information Processing Systems (NeurIPS), 2024
Valentyn Melnychuk
Stefan Feuerriegel
Mihaela van der Schaar
CML
644
9
0
05 Nov 2024
Stabilized Neural Prediction of Potential Outcomes in Continuous Time
Stabilized Neural Prediction of Potential Outcomes in Continuous TimeInternational Conference on Learning Representations (ICLR), 2024
Konstantin Hess
Stefan Feuerriegel
665
7
0
04 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy FilteringInternational Conference on Learning Representations (ICLR), 2024
Kemal Kurniawan
Bernhard Schölkopf
Michael Muehlebach
707
6
0
02 Oct 2024
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless SystemsIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2024
Qiushuo Hou
Sangwoo Park
Matteo Zecchin
Yunlong Cai
Guanding Yu
Osvaldo Simeone
1.0K
6
0
30 Sep 2024
Conformal Prediction for Dose-Response Models with Continuous Treatments
Conformal Prediction for Dose-Response Models with Continuous Treatments
Jarne Verhaeghe
Jef Jonkers
Sofie Van Hoecke
291
2
0
30 Sep 2024
1
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