Proceedings of Machine Learning Research

Jekyll2026-07-05T14:31:46+00:00https://proceedings.mlr.press/v323/feed.xmlProceedings of Machine Learning ResearchProceedings of the Fifth Conference on Causal Learning and Reasoning Held in Broad Institute of MIT and Harvard, Cambridge, USA on 06-08 April 2026 Published as Volume 323 by the Proceedings of Machine Learning Research on 05 July 2026. Volume Edited by: Bijan Mazaheri Niels Richard Hanson Series Editors: Neil D. Lawrence PMLRImproving Generative Methods for Causal Evaluation via Simulation-Based Inference2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/amaranath26a[{"given"=>"Pracheta", "family"=>"Amaranath"}, {"given"=>"Vinitra", "family"=>"Muralikrishnan"}, {"given"=>"Amit", "family"=>"Sharma"}, {"given"=>"David", "family"=>"Jensen"}]

Learning control variables and instruments for causal analysis in observational data2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/apfel26a[{"given"=>"Nicolas", "family"=>"Apfel"}, {"given"=>"Martin", "family"=>"Huber"}, {"given"=>"Jannis", "family"=>"Kueck"}, {"given"=>"Julia", "family"=>"Hatamyar"}]

Differentiable Causal Search2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/aryan26a[{"given"=>"Kaveh", "family"=>"Aryan"}, {"given"=>"Hana", "family"=>"Chockler"}, {"given"=>"Mohammad Reza", "family"=>"Mousavi"}]

Sharp Bounds for Treatment Effect Generalization under Outcome Distribution Shift2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/asiaee26a[{"given"=>"Amir", "family"=>"Asiaee"}, {"given"=>"Samhita", "family"=>"Pal"}, {"given"=>"Cole", "family"=>"Beck"}, {"given"=>"Jared Davis", "family"=>"Huling"}]

Evaluating and Learning Robust Bandit Policies Under Uncertain Causal Mechanisms2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/avery26a[{"given"=>"Katherine", "family"=>"Avery"}, {"given"=>"Chinmay", "family"=>"Pendse"}, {"given"=>"David", "family"=>"Jensen"}]

Domain Faithfulness through Counterfactually Robust Learning2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/balashankar26a[{"given"=>"Ananth", "family"=>"Balashankar"}, {"given"=>"Ankit", "family"=>"Bhardwaj"}, {"given"=>"Neelabh", "family"=>"Madan"}, {"given"=>"Thomas", "family"=>"Wies"}, {"given"=>"Lakshmi", "family"=>"Subramanian"}]

Retrieving Classes of Causal Orders with Inconsistent Knowledge Bases2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/baldo26a[{"given"=>"Federico", "family"=>"Baldo"}, {"given"=>"Simon", "family"=>"Ferreira"}, {"given"=>"Charles K.", "family"=>"Assaad"}]

Debiased Machine Learning for Conformal Prediction of Counterfactual Outcomes Under Runtime Confounding2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/barnatchez26a[{"given"=>"Keith", "family"=>"Barnatchez"}, {"given"=>"Kevin P.", "family"=>"Josey"}, {"given"=>"Rachel C.", "family"=>"Nethery"}, {"given"=>"Giovanni", "family"=>"Parmigiani"}]

Disentangling Dynamical Systems: Causal Representation Learning Meets Local Sparse Attention2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/baumgartner26a[{"given"=>"Markus W.", "family"=>"Baumgartner"}, {"given"=>"Anson", "family"=>"Lei"}, {"given"=>"Joe", "family"=>"Watson"}, {"given"=>"Ingmar", "family"=>"Posner"}]

The Generalised Kernel Covariance Measure2026-07-05T00:00:00+00:002026-07-05T00:00:00+00:00https://proceedings.mlr.press/v323/bergen26a[{"given"=>"Luca", "family"=>"Bergen"}, {"given"=>"Dino", "family"=>"Sejdinovic"}, {"given"=>"Vanessa", "family"=>"Didelez"}]