A Barlow-Twins-style self-supervised encoder is applied to goal-oriented semantic communication, claiming robust classification over noisy channels, though the headline gain is contradicted by its own aggregate table.
Privacy-preserving task-oriented semantic communications against model inversion attacks,
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SC-GIR: Goal-oriented Semantic Communication via Invariant Representation Learning
A Barlow-Twins-style self-supervised encoder is applied to goal-oriented semantic communication, claiming robust classification over noisy channels, though the headline gain is contradicted by its own aggregate table.