Generalization, specialization and dependency define relationships between the objects in your application Topics Spotlight: New Thinking about Cloud Computing ...

on-manifold adversarial examples exist; on-manifold robustness is essentially generalization; and regular robustness is not necessarily contradicting generalization. For the fourth claim, ...

Code for our paper Generating Less Certain Adversarial Examples Improves Robust Generalization by Minxing Zhang, Michael Backes, and Xiao Zhang. In this work, to improve robust generalization, we ...

Compositional generalization–understanding unseen combinations of seen primitives–is an essential reasoning capability in human intelligence. The AI community mainly studies this capability by ...

Federated learning has emerged as a promising paradigm for privacy-preserving collaboration among different parties. Recently, with the popularity of federated learning, an influx of approaches have ...