Srinitish Srinivasan

Polaris: Coupled Orbital Polar Embeddings for Hierarchical Concept Learning

Real-world knowledge is often organized as hierarchies such as product taxonomies, medical ontologies, and label trees, yet learning hierarchical representations is challenging due to asymmetric structure and noisy semantics. We introduce Polaris, a polar hyperspherical embedding framework that sepa…