Background: Before unilateral total knee arthroplasty (TKA), the contralateral radiograph is reduced to a Kellgren–Lawrence grade. We asked what the image adds, what the model reads, and how many views are needed. Methods: A multi-view DenseNet121 survival network predicted 5-year contralateral arthroplasty from routin...
Samer G. Salman, Rohan A. Phadke, Zane G. Salman et al.· Journal of Imaging· 0 citations
Natural language to SQL (NL-to-SQL) benchmarks are foundational to progress in data analysis research, yet recent work has shown that widely-used benchmarks contain significant annotation errors. These errors silently corrupt evaluation metrics, penalize correct model output, and distort the field's understanding of st...
The objective is to resolve malfunctioning pipelines and improve their utility; PipeLens is introduced, a framework that leverages successful and unsuccessful runs of past pipelines for fixing pipeline malfunctions and provides causally verified root causes and suggestions that rectify malfunctions.
Jahid Hasan, Stanley Jiang, T. Singh et al.· Proceedings of the VLDB Endo...· 0 citations
This work introduces FAIR-SHEPHERD, a structural policy-based framework for transparent fairness in real-world settings with noisy labels and shifting distributions and develops S-agnostic tools that optimize policy-aligned gradient objectives using lattice-defined proxies.
Shubham Mohole, Hongjun Choi, Christian Schroeder et al.· ACM Journal on Responsible C...· 0 citations
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