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Neurosymbolic Object-Centric Learning with Distant Supervision

DeepObjectLog integrates object-centric encoding with probabilistic logic to learn object-level arguments from global labels, achieving stronger out-of-distribution generalization on visual reasoning tasks.

Stefano Colamonaco, David Debot, Giuseppe Marra

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 8 of 20 reviewers recommend it
lenient 3/5
medium 5/10
strict 0/5