KARAMEL: Knowledge-Aware Ranking for Multimodal Entity Linking in the Arts via Heterogeneous Graphs

arXiv:2610.16502 · cs.CV, cs.LG · Submitted 2026-10-12 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-10-12

Updated: 2026-10-12

Comments: 19 pages, 7 figures, 5 tables, journal: Machine Learning

Journal ref: Scaringi, R., Sierra-Múnera, A., Vessio, G. et al. KARAMEL: Knowledge-Aware Ranking for Multimodal Entity Linking in the Arts via Heterogeneous Graphs. Mach Learn 115, 243 (2026)

DOI: 10.1007/s10994-026-07172-1

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Heterogeneous Graph — 1× in this paper · explained in 2 episodes

Sources

• An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
• Scalable Zero-shot Entity Linking with Dense Entity Retrieval
• I Dream My Painting: Connecting MLLMs and Diffusion Models via Prompt Generation for Text-Guided Multi-Mask Inpainting
• No Language Left Behind: Scaling Human-Centered Machine Translation
• The Llama 3 Herd of Models
• LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs
• Decoupled Weight Decay Regularization
• SGDR: Stochastic Gradient Descent with Warm Restarts

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