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        "event_title":"La Tertulia: Spanish Coffee Hour",
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        "description":"Hola! \u00bfC\u00f3mo est\u00e1s?\r\n\r\n-Practice your Spanish-speaking skills with peers & instructors in a relaxed environment. All language levels and students are welcome to join the conversation.\r\n\r\n-Come & go as you please, stay as little or as long as you would like!\r\n\r\n-Free coffee, tea, light snacks, & baked goods.\r\n\r\nThe RLL Commons is located in the center hallway of the 4th floor of the Modern Languages Building.\r\n\r\nFor more information contact Julie Harrell at (harrelju@umich.edu).",
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        "tags":["Coffee","Undergraduate Students","Undergraduate","Study Abroad","Spanish","Spain","Social","Romance Languages And Literatures","Networking","Latin America","Languages","Language","International","Intercultural","Games","Free","Food","European","Europe","Engaged Learning","Culture","Community Engagement","Community","Central America"],
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        "datetime_modified":"20260129T125956",
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        "event_title":"Statistics Department Seminar Series: Ann Lee, Professor, Department of Statistics & Data Science, Carnegie Mellon University",
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        "combined_title":"Statistics Department Seminar Series: Ann Lee, Professor, Department of Statistics & Data Science, Carnegie Mellon University: \"Trustworthy scientific inference with neural density estimators in intractable likelihood settings\"",
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        "description":"Abstract: Scientific inference often involves inferring internal key parameters that determine the outcome of a complex physical phenomenon. The data themselves may come in the form of a labeled set that implicitly encodes the likelihood function; for example, in the form of (i) pairs of parameters and observable data according to a mechanistic (simulator) model, or as (ii) observed data and parameters 'measured' with high precision via an auxiliary experiment. We refer to inference in both intractable likelihood settings as \"Likelihood-Free Inference'\" (LFI). The application of neural density estimators and generative models to scientific LFI settings is becoming increasingly widespread. However, high-posterior density (HPD) regions derived from these density estimators do not necessarily have a high probability of including the true parameter of interest, even if the posterior is well-estimated and the labeled data have the same distribution as the target distribution. Furthermore, if the prior distribution is poorly specified, then the HPD regions could severely undercover and\/or be biased, thereby leading to misleading scientific conclusions. In this talk, I will present new LFI methodology and algorithms for leveraging neural density estimators to produce confidence regions that have (i) nominal frequentist coverage for any value of the (unknown) parameter, even with just one observation (sample size n=1), and (ii) smaller average area (yielding higher constraining power) if the prior is well-specified. I will illustrate our methods on examples from astronomy and high-energy physics, and discuss where we stand and what challenges still remain.",
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