Catching the Imposter: Self-Supervised Learning of Physical Coherence with Cross-Entity Feature Permutations

Aleksei Rozanov, Arvind Renganathan, Vipin Kumar

Scientific data often describe entities whose features are jointly governed by the laws of physics, yet existing self-supervised learning (SSL) objectives largely ignore this physi…