Cyc-Attack uses a differentiable surrogate for TC detection, a skewness-aware loss, and gradient weighting to perturb DLWF inputs and steer downstream TC trajectory predictions toward specified targets with higher success and lower detectability than prior attacks.
Figure 10: CycloneMaria(09/16/2017–09/26/2017), CycloneHaiyan(11/03/2013–11/13/2013), and CycloneNargis(04/27/2008–05/07/2008), shown from top to bottom
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Adversarial Attacks on Downstream Weather Forecasting Models: Application to Tropical Cyclone Trajectory Prediction
Cyc-Attack uses a differentiable surrogate for TC detection, a skewness-aware loss, and gradient weighting to perturb DLWF inputs and steer downstream TC trajectory predictions toward specified targets with higher success and lower detectability than prior attacks.