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ICML
| 2019
Thirty-sixth International Conference on Machine Learning
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(10 events)
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Oral
Wed Jun 12 02:00 PM -- 02:20 PM (PDT) @ Grand Ballroom
Causal Identification under Markov Equivalence: Completeness Results
In
Causality
Amin Jaber · Jiji Zhang · Elias Bareinboim
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Video
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Oral
Wed Jun 12 02:20 PM -- 02:25 PM (PDT) @ Grand Ballroom
Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models
In
Causality
Michael Oberst · David Sontag
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Slides
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Video
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Oral
Wed Jun 12 02:25 PM -- 02:30 PM (PDT) @ Grand Ballroom
Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models
In
Causality
Biwei Huang · Kun Zhang · Mingming Gong · Clark Glymour
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Slides
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Video
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Oral
Wed Jun 12 02:30 PM -- 02:35 PM (PDT) @ Grand Ballroom
Classifying Treatment Responders Under Causal Effect Monotonicity
In
Causality
Nathan Kallus
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Slides
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[
Video
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Oral
Wed Jun 12 02:35 PM -- 02:40 PM (PDT) @ Grand Ballroom
Learning Models from Data with Measurement Error: Tackling Underreporting
In
Causality
Roy Adams · Yuelong Ji · Xiaobin Wang · Suchi Saria
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Slides
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[
Video
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Oral
Wed Jun 12 02:40 PM -- 03:00 PM (PDT) @ Grand Ballroom
Adjustment Criteria for Generalizing Experimental Findings
In
Causality
Juan Correa · Jin Tian · Elias Bareinboim
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Slides
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[
Video
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Oral
Wed Jun 12 03:00 PM -- 03:05 PM (PDT) @ Grand Ballroom
Conditional Independence in Testing Bayesian Networks
In
Causality
Yujia Shen · Haiying Huang · Arthur Choi · Adnan Darwiche
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Slides
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Video
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Oral
Wed Jun 12 03:05 PM -- 03:10 PM (PDT) @ Grand Ballroom
Sensitivity Analysis of Linear Structural Causal Models
In
Causality
Carlos Cinelli · Daniel Kumor · Bryant Chen · Judea Pearl · Elias Bareinboim
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Slides
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Video
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Oral
Wed Jun 12 03:10 PM -- 03:15 PM (PDT) @ Grand Ballroom
More Efficient Off-Policy Evaluation through Regularized Targeted Learning
In
Causality
Aurelien Bibaut · Ivana Malenica · Nikos Vlassis · Mark van der Laan
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Slides
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Video
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Oral
Wed Jun 12 03:15 PM -- 03:20 PM (PDT) @ Grand Ballroom
Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding
In
Causality
Muhammad Osama · Dave Zachariah · Thomas Schön
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Slides
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[
Video
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