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20242026
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cs.DS2026

Online Smoothed Demand Management

Adam Lechowicz, Nicolas Christianson, Mohammad Hajiesmaili +2

We introduce and study a class of online problems called online smoothed demand management , motivated by paradigm shifts in grid integration and energy storage fo…

cs.DS2025

Signal-Aware Workload Shifting Algorithms with Uncertainty-Quantified Predictors

Ezra Johnson, Adam Lechowicz, Mohammad Hajiesmaili

A wide range of sustainability and grid-integration strategies depend on workload shifting, which aligns the timing of energy consumption with external signals such as grid curtail…

cs.DS2025

Learning-Augmented Competitive Algorithms for Spatiotemporal Online Allocation with Deadline Constraints

Adam Lechowicz, Nicolas Christianson, Bo Sun +4

We introduce and study spatiotemporal online allocation with deadline constraints (), a new online problem motivated by emerging challenges in sustainability and ene…

cs.DS2024

Online Conversion with Switching Costs: Robust and Learning-Augmented Algorithms

Adam Lechowicz, Nicolas Christianson, Bo Sun +4

We introduce and study online conversion with switching costs, a family of online problems that capture emerging problems at the intersection of energy and sustainability. In this…

cs.DS2024

Chasing Convex Functions with Long-term Constraints

Adam Lechowicz, Nicolas Christianson, Bo Sun +4

We introduce and study a family of online metric problems with long-term constraints. In these problems, an online player makes decisions in a metric space t…