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Oral
Wed Jun 12 02:00 PM -- 02:20 PM (PDT) @ Grand Ballroom
Causal Identification under Markov Equivalence: Completeness Results
Amin Jaber · Jiji Zhang · Elias Bareinboim
Oral
Wed Jun 12 02:20 PM -- 02:25 PM (PDT) @ Grand Ballroom
Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models
Michael Oberst · David Sontag
Oral
Wed Jun 12 02:25 PM -- 02:30 PM (PDT) @ Grand Ballroom
Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models
Biwei Huang · Kun Zhang · Mingming Gong · Clark Glymour
Oral
Wed Jun 12 02:30 PM -- 02:35 PM (PDT) @ Grand Ballroom
Classifying Treatment Responders Under Causal Effect Monotonicity
Nathan Kallus
Oral
Wed Jun 12 02:35 PM -- 02:40 PM (PDT) @ Grand Ballroom
Learning Models from Data with Measurement Error: Tackling Underreporting
Roy Adams · Yuelong Ji · Xiaobin Wang · Suchi Saria
Oral
Wed Jun 12 02:40 PM -- 03:00 PM (PDT) @ Grand Ballroom
Adjustment Criteria for Generalizing Experimental Findings
Juan Correa · Jin Tian · Elias Bareinboim
Oral
Wed Jun 12 03:00 PM -- 03:05 PM (PDT) @ Grand Ballroom
Conditional Independence in Testing Bayesian Networks
Yujia Shen · Haiying Huang · Arthur Choi · Adnan Darwiche
Oral
Wed Jun 12 03:05 PM -- 03:10 PM (PDT) @ Grand Ballroom
Sensitivity Analysis of Linear Structural Causal Models
Carlos Cinelli · Daniel Kumor · Bryant Chen · Judea Pearl · Elias Bareinboim
Oral
Wed Jun 12 03:10 PM -- 03:15 PM (PDT) @ Grand Ballroom
More Efficient Off-Policy Evaluation through Regularized Targeted Learning
Aurelien Bibaut · Ivana Malenica · Nikos Vlassis · Mark van der Laan
Oral
Wed Jun 12 03:15 PM -- 03:20 PM (PDT) @ Grand Ballroom
Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding
Muhammad Osama · Dave Zachariah · Thomas Schön