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Poster
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Thu 9:00 |
Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions Andrew Jesson · Alyson Douglas · Peter Manshausen · Maëlys Solal · Nicolai Meinshausen · Philip Stier · Yarin Gal · Uri Shalit |
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Poster
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Wed 14:00 |
Causality-driven Hierarchical Structure Discovery for Reinforcement Learning shaohui peng · Xing Hu · Rui Zhang · Ke Tang · Jiaming Guo · Qi Yi · Ruizhi Chen · xishan zhang · Zidong Du · Ling Li · Qi Guo · Yunji Chen |
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Poster
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Tue 14:00 |
[Re] Replication Study of DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks Velizar Shulev · Paul Verhagen · Shuai Wang · Jennifer Zhuge |
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Workshop
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Toward Causal-Aware RL: State-Wise Action-Refined Temporal Difference Hao Sun · Taiyi Wang |
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Poster
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Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders Olivier Jeunen · Ciarán Gilligan-Lee · Rishabh Mehrotra · Mounia Lalmas |
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Poster
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Wed 9:00 |
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang · Victor Veitch |
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Poster
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Tue 9:00 |
Root Cause Analysis of Failures in Microservices through Causal Discovery Azam Ikram · Sarthak Chakraborty · Subrata Mitra · Shiv Saini · Saurabh Bagchi · Murat Kocaoglu |
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Poster
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Thu 14:00 |
Generative multitask learning mitigates target-causing confounding Taro Makino · Krzysztof Geras · Kyunghyun Cho |
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Poster
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Tue 14:00 |
Active Bayesian Causal Inference Christian Toth · Lars Lorch · Christian Knoll · Andreas Krause · Franz Pernkopf · Robert Peharz · Julius von Kügelgen |
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Poster
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Wed 14:00 |
Interventions, Where and How? Experimental Design for Causal Models at Scale Panagiotis Tigas · Yashas Annadani · Andrew Jesson · Bernhard Schölkopf · Yarin Gal · Stefan Bauer |
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Poster
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Thu 14:00 |
Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge Mayleen Cortez · Matthew Eichhorn · Christina Yu |
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Poster
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Tue 14:00 |
Sequence Model Imitation Learning with Unobserved Contexts Gokul Swamy · Sanjiban Choudhury · J. Bagnell · Steven Wu |