3 papers
cs.GT2026
Human-AI Productivity Paradoxes: Modeling the Interplay of Skill, Effort, and AI Assistance
Ali Aouad, Thodoris Lykouris, Huiying Zhong
Generative Artificial Intelligence (AI) tools are rapidly adopted in the workplace and in education, yet the empirical evidence on AI's impact remains mixed. We propose a model of…
cs.DS2025
Adaptive Approximation Schemes for Matching Queues
Alireza AmaniHamedani, Ali Aouad, Amin Saberi
We study a continuous-time, infinite-horizon dynamic bipartite matching problem. Suppliers arrive according to a Poisson process; while waiting, they may abandon the queue at a uni…
cs.DS2024
Improved Approximations for Stationary Bipartite Matching: Beyond Probabilistic Independence
Alireza AmaniHamedani, Ali Aouad, Tristan Pollner +1
We study stationary online bipartite matching, where both types of nodes--offline and online--arrive according to Poisson processes. Offline nodes wait to be matched for some rando…