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

arXiv:2607.16321 · cs.CV, cs.IR · Submitted 2026-07-15 · Read on arXiv

cs.CV, cs.IR

Submitted: 2026-07-15

Updated: 2026-07-15

Terminology

• Contrastive Learning — 22× in this paper · explained in 5 episodes
• Embeddings — 21× in this paper · explained in 2 episodes
• Alignment — 17× in this paper · explained in 1 episode
• Accuracy — 10× in this paper · explained in 1 episode
• Representation Learning — 7× in this paper · explained in 2 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• GNNs — 4× in this paper · explained in 2 episodes
• Vision-language models — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Core — 3× in this paper · explained in 2 episodes
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• Knowledge Graph — 3× in this paper · explained in 7 episodes
• Vision-Language Models (VLMs) — 3× in this paper · explained in 6 episodes
• Graph Construction — 2× in this paper · explained in 3 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• alpha — 2× in this paper · explained in 1 episode
• AdamW Optimizer — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Adjacency Matrix — 1× in this paper · explained in 1 episode
• Agentic AI — 1× in this paper · explained in 1 episode
• Agentic AI systems — 1× in this paper · explained in 1 episode
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Graph Neural Networks (GNNs) — 1× in this paper · explained in 7 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Predictive Coding — 1× in this paper · explained in 2 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes

Sources

• Recognizing Image Style
• Representation Learning with Contrastive Predictive Coding
• Multimodal Representation Learning Conditioned on Semantic Relations
• Large-scale Classification of Fine-Art Paintings: Learning The Right Metric on The Right Feature
• OmniArt: Multi-task Deep Learning for Artistic Data Analysis

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