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cs.AI2026

Optimizing Health Coverage in Ethiopia: A Learning-augmented Approach and Persistent Proportionality Under an Online Budget

Davin Choo, Yohai Trabelsi, Fentabil Getnet +6

As part of nationwide efforts aligned with the United Nations' Sustainable Development Goal 3 on Universal Health Coverage, Ethiopia's Ministry of Health is strengthening health po…

cs.AI2026

Adaptive Multi-Round Allocation with Stochastic Arrivals

Yuqi Pan, Davin Choo, Haichuan Wang +3

We study a sequential resource allocation problem motivated by adaptive network recruitment, in which a limited budget of identical resources must be allocated over multiple rounds…

cs.AI2026

Online Allocation with Unknown Shared Supply

Tzeh Yuan Neoh, Davin Choo, Mengchu Yue +1

Many real-world resource allocation systems, such as humanitarian logistics and vaccine distribution, must preposition limited supply across multiple locations before demand is rea…

cs.AI2026

Incentive-Aware AI Safety via Strategic Resource Allocation: A Stackelberg Security Games Perspective

Cheol Woo Kim, Davin Choo, Tzeh Yuan Neoh +1

As AI systems grow more capable and autonomous, ensuring their safety and reliability requires not only model-level alignment but also strategic oversight of the humans and institu…

cs.AI2025

Adaptive Frontier Exploration on Graphs with Applications to Network-Based Disease Testing

Davin Choo, Yuqi Pan, Tonghan Wang +3

We study a sequential decision-making problem on a -node graph where each node has an unknown label from a finite set , drawn from a joint distribution…

cs.AI2025

On Sequential Fault-Intolerant Process Planning

Andrzej Kaczmarczyk, Davin Choo, Niclas Boehmer +2

We propose and study a planning problem we call Sequential Fault-Intolerant Process Planning (SFIPP). SFIPP captures a reward structure common in many sequential multi-stage decisi…