activity
20132023
most citedThe Convex Relaxation Barrier, Revisited: Tightened Single-Neuron Relaxations for Neural Network Verification

44 citations · 132 across the 28 of their papers we have counts for

collaborators

32 papers

math.OC2023★ 5 cited

Dynamic Pricing for Reusable Resources: The Power of Two Prices

Santiago R. Balseiro, Will Ma, Wenxin Zhang

Motivated by real-world applications such as rental and cloud computing services, we investigate pricing for reusable resources. We consider a system where a single resource with a…

cs.LG2023

From Contextual Data to Newsvendor Decisions: On the Actual Performance of Data-Driven Algorithms

Omar Besbes, Will Ma, Omar Mouchtaki

In this work, we study how the relevance/quality and quantity of past data influence performance by analyzing a contextual Newsvendor problem, in which a decision-maker trades off…

cs.LG2022★ 5 cited

Degeneracy is OK: Logarithmic Regret for Network Revenue Management with Indiscrete Distributions

Jiashuo Jiang, Will Ma, Jiawei Zhang

We study the classical Network Revenue Management (NRM) problem with accept/reject decisions and IID arrivals. We consider a distributional form where each arrival must fall un…

cs.DS2022★ 2 cited

Selection and Ordering Policies for Hiring Pipelines via Linear Programming

Boris Epstein, Will Ma

Motivated by hiring pipelines, we study three selection and ordering problems in which applicants for a finite set of positions must be interviewed or sent offers. There is a finit…

cs.DS2022★ 2 cited

On (Random-order) Online Contention Resolution Schemes for the Matching Polytope of (Bipartite) Graphs

Calum MacRury, Will Ma, Nathaniel Grammel

Online Contention Resolution Schemes (OCRS's) represent a modern tool for selecting a subset of elements, subject to resource constraints, when the elements are presented to the al…

cs.DS2022

A Nonparametric Framework for Online Stochastic Matching with Correlated Arrivals

Ali Aouad, Will Ma

The design of online algorithms for matching markets and revenue management settings is usually bound by the assumption that the demand process is formed by a fixed-length sequence…