Author

Piera Riccio

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Preprint Jul 2026

Art Beyond Semantics: Sheaf-Informed Contrastive Learning for Multi-Relational Representations

This work introduces CANVAS (Contrastive Art-aware Network for Vision-Language Alignment with Sheaves), a framework for learning relation-aware multimodal representations inspired by sheaf theory, and evaluates on three newly introduced benchmarks of artworks for multi-relational art understanding.

Ludovica Schaerf, Antonio Purificato, Piera Riccio et al. · 1 citation