arXiv:2609.21221v1 Announce Type: new Abstract: 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 severing task-level feedback to perception. We introduce a generic, fully

So what

What this event means by reading role—not a longer recap.

BuilderIf the soft-symbolic transition operator generalizes beyond Blocksworld, it offers a cheaper planning layer for robotics and agent products than discrete-symbol
ResearcherThe ablation showing 59% to 83% success when perception is unfrozen is direct evidence that task-level gradients can refine perceptual representations.

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