From the 1 of 4 linked papers with an AI index.
4 papers
Intervention-Aware Clinical World Model for Post-Op Outcome Forecasting in Cardiology
Yunsung Chung, Yingshuo Liu, Abboud F. Hassan +4
Many clinical prediction models treat post-intervention outcomes as a one-step mapping from baseline measurements to a future endpoint. However, recovery after a procedure often un…
Denoising growth complexity: Data geometry and certified schedules for diffusion sampling
Martin J. Wainwright
The paper introduces the denoising growth complexity (DGC) as a geometric measure to analyze diffusion‑based sampling, and uses it to derive certified KL‑error bounds for Euler‑typ…
Fast Score-Based Sampling via Log-Concave Reductions
M. J. Wainwright
Sampling based on score diffusions has led to striking empirical results, and has attracted considerable attention from various research communities. It depends on availability of…
TILT: Target-induced loss tilting under covariate shift
Kakei Yamamoto, Martin J. Wainwright
We introduce and analyze Target-Induced Loss Tilting (TILT) for unsupervised domain adaptation under covariate shift. It is based on a novel objective function that decomposes the…