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arXiv — cs.AI

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A Fully Differentiable Neuro-Soft-Symbolic Framework for Perceptual Task Planning

Perceptual planning tasks require two key capabilities: accurately perceiving uncertain scenes and planning valid action sequences following logical rules. Conventional methods convert perception into discrete symbolic facts and then plan, discarding perceptual uncertainty and…

arXiv — cs.AIBy: Hongyan Wei, Wael AbdAlmageedSeptember 22, 2026 (Sep 22)
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  • Perceptual planning tasks require two key capabilities: accurately perceiving uncertain scenes and planning valid action sequences following logical rules
  • Conventional methods convert perception into discrete symbolic facts and then plan, discarding perceptual uncertainty and…
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A Fully Differentiable Neuro-Soft-Symbolic Framework for Perceptual Task Planning

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