From the 1 of 4 linked papers with an AI index.
4 papers
Meeting Uncertain Threats with Feedback
Louis L Chen, Ang Xu, Roberto Szechtman +2
The paper models the rapid allocation of limited defensive resources against multiple uncertain threats as a Markov decision process and evaluates simple time‑oblivious policies, s…
Perturbation Duality for Robust and Distributionally Robust Optimization: Short and General Proofs
Louis L. Chen, Jake Roth, Johannes O. Royset
Duality is a foundational tool in robust and distributionally robust optimization (RO/DRO), underpinning both analytical insights and tractable reformulations. Whereas RO/DRO duali…
Mitigating the Impact of Labeling Errors on Training via Rockafellian Relaxation
Louis L. Chen, Bobbie Chern, Eric Eckstrand +2
Labeling errors in datasets are common, arising in a variety of contexts, such as human labeling, noisy labeling, and weak labeling (i.e., image classification). Although neural ne…
On the Adversarial Robustness of Benjamini Hochberg
Louis L Chen, Roberto Szechtman, Matan Seri
The Benjamini-Hochberg (BH) procedure is widely used to control the false detection rate (FDR) in multiple testing. Applications of this control abound in drug discovery, forensics…