Conditionally independent neurosymbolic predictors cannot represent uncertainty over reasoning shortcuts except in rare partial-supervision cases, which limits their out-of-distribution reliability.
Neuro-symbolic= neural+ logical+ probabilistic
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Neurosymbolic Reasoning Shortcuts under the Independence Assumption
Conditionally independent neurosymbolic predictors cannot represent uncertainty over reasoning shortcuts except in rare partial-supervision cases, which limits their out-of-distribution reliability.