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Ininterpretable Example

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Preview of Influenza A Virus in Swine Surveillance Quarterly Report: Fiscal Year 2022, Q3
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Influenza A Virus in Swine Surveillance Quarterly Report: Fiscal Year 2022, Q3 (fy2022quarter3swinereport.pdf)

749 KBEN 19 pages
This quarterly report tracks Influenza A Virus (IAV) in swine during FY2022 Q3 (April-June 2022), highlighting the dominant subtype H1N1, continuous regional prevalence, and viral isolate sharing for research.
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Preview of Loss as Model Inconsistency
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Loss as Model Inconsistency (richardson22b.pdf)

717 KBEN 30 pages
Richardson argues that loss function choice in probabilistic dependency graphs (PDGs) should align with the model, not personal preference. He shows that many standard loss functions and statistical divergences can be derived from PDG inconsistency, offering intuitive visual...
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