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Does Demand Response Increase Vulnerability to Cyber Attacks by Adversarial Data Modifications?

arXiv cs.LG · 2026-07-09 Cached

This paper investigates how adversarial data modifications to electricity price forecasts can impact industrial demand response, finding that while attacks can erode profits, limited perturbations preserve most of the financial benefit.

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#energy-systems

Towards Continuous Power Forecasting: Practical Continual Learning for Real-World Energy Systems in Nonstationary Time Series

arXiv cs.LG · 2026-06-25 Cached

This paper proposes Continuous Power Forecasting, treating power forecasting as a continual learning problem to handle nonstationary conditions. It evaluates six CL approaches on real-world datasets, showing benefits in adaptation and mitigating catastrophic forgetting.

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