A multi-view contrastive learning framework for spatial embeddings in risk modelling

arXiv:2511.17954 · q-fin.RM, cs.LG · Submitted 2025-11-22 · Read on arXiv

q-fin.RM, cs.LG

Submitted: 2025-11-22

Updated: 2026-09-29

Terminology

• Embeddings — 6× in this paper · explained in 2 episodes
• Contrastive Learning — 2× in this paper · explained in 6 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Transferability — 1× in this paper · explained in 5 episodes

Related papers

• Early Detection of Pension-Sponsor Distress from Public Filings: A Sponsor Vulnerability Index, Stress-Augmented VaR, and Dynamic Self-Investment Caps
• Is TabPFN the Silver Bullet for Insurance Pricing?
• Learned Monotone Recurrent Features in Governed Credit Scoring: The Price of the Frame and the Necessity of Macro Conditioning
• A Distributional Framework for Behavioral Characterization and Risk Management of Large Language Models
• Financial Tail Risk Beyond Lipschitz Continuity via Semi-Discrete Optimal Transport
• DisclosureBeta: A Measurement-Channel Theory for Regime-Conditioned Betas from LLM-Read Risk Disclosures