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Showing papers from Vanderbilt University Medical Center Show all papers

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NeurIPS 2026U MichiganU Michigan - Ann ArborVanderbilt University Medical CeAdversarial robustness

A low-rank decoder bottleneck bounds reliability in foundation-model perturbation prediction

Zheyu Zhang, Yuanhao Huang, Fan Feng, Jie Liu

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Vanderbilt University Medical CeMechanistic interpretability

Specialist Mediators: Causal Localization of Dense Fine-Tuning

Amir Asiaee

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Vanderbilt University Medical CeClinical NLP & EHR

B-CALM: Bias-Limited Bayesian Borrowing for RCT-Anchored Treatment Effects under Covariate Mismatch

B-CALM borrows observational data via latent-state alignment and comparative-bias priors to estimate RCT-anchored treatment effects with bounded bias and near-nominal coverage.

Amir Asiaee, Samhita Pal

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
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medium 8/10
strict 3/5