Minimal Semantic Sufficiency Boosts Unsupervised Domain Generalization

MS‑UDG learns minimal sufficient semantic representations without any labels and significantly beats prior SSL and UDG methods on multiple benchmarks. Read more: getnews.me/minimal-semantic-suffici... #unsupervised #domaingeneralization

Class-Invariant Test-Time Augmentation Boosts Domain Generalization

CI‑TTA improves domain‑generalization, with experiments on PACS and Office‑Home benchmarks showing consistent accuracy gains across DG algorithms and backbones. getnews.me/class-invariant-test-tim... #domaingeneralization #testtimeaugmentation

Our April issue brings together diverse topics of interest:

• Computer Audition: From Task-Specific Machine Learning to Foundation Models
• Talkative Power Conversion
• Federated Domain Generalization

Check out the full issue: bit.ly/4nqNt6X

#domaingeneralization #machinelearning #powerconversion

If you are presenting a poster, please already set it up between 2PM and 2.30PM.

See you in Turin!

#ecml #ecmlpkdd #machinelearning #domainadaptation #domaingeneralization #trustworthyai #continuallearning