2026
TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting
ICML 2026poster
While deep neural network-based long-term time series forecasting (LTSF) has become indispensable for critical infrastructures such as smart grids and IoT platforms, the deployment of these models as black-box APIs introduces severe security vulnerabilities that remain largely underexplored. In this…