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Robotics VLA Policies Unintentionally Execute Tasks Without Instructions

A new research paper from arXiv explores the safety concerns of vision-language-action (VLA) policies in robotics, specifically their tendency to execute unintended tasks even when given no instruction. The study applied various instructions, including empty and nonsensical ones, to six model checkpoints in the LIBERO-Goal simulation. Results showed that robots often initiated movement and completed tasks not specified by the instruction, even with empty prompts. Researchers tested three methods to suppress these unintended actions, with a gating mechanism proving most effective in preventing movement on non-task inputs, though not entirely foolproof. AI

IMPACT Highlights critical safety issues in VLA policies, potentially influencing future development and deployment of autonomous robotic systems.

RANK_REASON The cluster contains an academic paper detailing research findings on AI model behavior. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Robotics VLA Policies Unintentionally Execute Tasks Without Instructions

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The cluster contains an academic paper detailing research findings on AI model behavior. [lever_c_demoted from research: ic=1 ai=1.0]
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paper, safety
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Minsu Jang, Jae-Woo Choi, Youngwoo Yoon, Dohyung Kim ·

    VLA Policies Do Not Know When Not to Act: Unintended Task Execution and Start Suppression

    arXiv:2610.41609v1 Announce Type: cross Abstract: A robot should act only on an instruction from a person or on an intent that the robot explicitly represents and generates. Unintended actions taken without such an instruction can cause risk or inconvenience to people and the env…