ResearchResearch paperRobotics & Embodied AI · Reasoning & Planning1 source · Oct 7, 2026

Making Task Abstractions Executable: Control-Aware Layout Repair for a Fixed Controller

A task abstraction can specify the intended events while its spatial layout prevents a fixed agent and controller from completing them.

Key points

  • Starting from a supplied structured task record, we compile whole-task tracking, clearance, and actuation requirements into auditable affine layout constraints.
  • We repair only declared continuous coordinates, preserving event order, timing, topology, and the controller.
  • A most-violated-row update admits conditional finite-certification and net-displacement bounds; a same-compiler quadratic projection separates the representation from the optimizer.
  • A risk-target sweep also exposes fixed event tests that the chosen certificate cannot satisfy through layout edits alone.

Sources (1)

  • [1]Making Task Abstractions Executable: Control-Aware Layout Repair for a Fixed Controller
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 7, 03:45 PM
    A task abstraction can specify the intended events while its spatial layout prevents a fixed agent and controller from completing them.
    Starting from a supplied structured task record, we compile whole-task tracking, clearance, and actuation requirements into auditable affine layout constraints.

Extractive summary: sentences quoted from the sources.

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