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        "event_title":"Department Seminar Seminar Series: Linbo Wang, Assistant Professor, Department of Statistical Sciences, University of Toronto.",
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        "combined_title":"Department Seminar Seminar Series: Linbo Wang, Assistant Professor, Department of Statistical Sciences, University of Toronto.: \"Sparse Causal Learning: Challenges and Opportunities\"",
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        "description":"Abstract: There has been a recent surge in attention towards trustworthy AI, especially as it starts playing a pivotal role in high-stakes domains such as healthcare, the justice system, and finance. Causal inference emerges as a promising path toward building AI systems that are stable, fair, and explainable. However, it often hinges on precise and strong assumptions. In this talk, I introduce sparse causal learning as a common ground between trustworthy AI and robust causal inference. Here, sparsity plays a dual role in enhancing explainability and ensuring the robust identification of causal effects. Specifically, I reconsider the supervised learning problem of predicting an outcome using multiple predictors through the lens of causality. I demonstrate that it is possible to remove spurious correlations caused by unmeasured confounding by leveraging low-dimensional structures in the predictors. I study its identifiability using an expert voting approach and show that sparsity provides a promising path to transforming exact causal inference methods into multiply robust identification frameworks. Furthermore, I introduce the synthetic instrument, a novel tool for constructing instrumental variables and estimating causal effects. This new approach leads to algorithms that are theoretically justifiable, computationally feasible, and statistically sound.\r\n\r\nhttps:\/\/sites.google.com\/site\/linbowangpku\/",
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        "event_title":"Dismantling the Now and Then: Stamps MFA Students Symposium",
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        "event_title":"Generosity Accelerator",
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        "description":"About the Thriving Accelerator Workshops:\r\nA Thriving Accelerator is an immersive workshop from the Center for Positive Organizations about a topic in the science of thriving. After completing a workshop, students will be able to immediately implement their learnings to create lasting personal and organizational impact.\r\n\r\nIn the Generosity Accelerator, you will:\r\n- Learn proven tools that will help you and your teams accelerate the flow of resources.\r\n- Understand the foundational pieces needed to build a culture of generosity within your organization.\r\n- Increase your personal, professional, and organizational connections, performance, and well-being.\r\n\r\nInstructor:\r\nSarah Kurtz McKinnon, Senior Associate Director of Engaged Learning and Innovation at the Michigan Ross Center for Positive Organizations\r\n\r\nOpen to all University of Michigan students. Free registration required. \r\n\r\nFor information about all of the Thriving Accelerator workshops being offered, visit: https:\/\/positiveorgs.bus.umich.edu\/learning-programs\/thriving-accelerator\/",
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