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Expressive Power of Deep Homomorphism Networks over Relational Databases

Deep Homomorphism Networks are linked to first-order logic fragments via SQL, and experiments confirm their differing predictive power.

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medium 4/10

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NeurIPS 2026ELLIS Institute Tübingen U Freiburg Universität Leipzig ELLIS Institute Tuebingen AutoML & architecture search

An Open-Source Training Dataset for Foundation Models for Black-box Optimization

BBO-Pile provides 500K real-world black-box optimization trajectories across 3095 problems, and trained foundation models show large-scale pre-training effectively imitates optimization methods.

Aaron Klein, Herilalaina Rakotoarison, Luca Thale-Bombien, David Salinas

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026 · ▲ 1 on Hugging Face

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it

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