{
  "$schema": "https://themachinepress.com/schemas/story-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_story",
  "story": {
    "story_id": "mp-2026-09-22-010",
    "source_story_id": "tmp-story-robot-vision-robustness-benchmark",
    "edition_id": "mp-2026-09-22-morning-0075",
    "edition_url": "https://themachinepress.com/edition/2026-09-22",
    "position": 10,
    "story_type": "dispatch",
    "section": "benchmarks-evals",
    "editorial_classification": "editorial",
    "headline": "The Robot’s Camera Could Be Clear and Still Mislead",
    "slug": "the-robot-s-camera-could-be-clear-and-still-mislead",
    "dek": "A benchmark exposed failures from stale views and disrupted interaction cues.",
    "summary": "A benchmark exposed failures from stale views and disrupted interaction cues.",
    "body_text": "LIBERO-VPro perturbs what robot foundation models see while they act, testing degraded evidence, stale cameras, inconsistent sources and task-relevant scene changes. The authors built 96 experimental settings and 3,296 task-condition cases, evaluated six model families in roughly 196,000 simulated episodes and added 200 real-world rollouts. Some models tolerated severe object occlusion yet failed when local interaction cues were disrupted. The results show that clean-image benchmark scores can hide weaknesses in closed-loop control, though performance varies by model and perturbation.",
    "why_it_matters": "A benchmark exposed failures from stale views and disrupted interaction cues.",
    "limitations": [],
    "importance": 8,
    "canonical_url": "https://themachinepress.com/story/mp-2026-09-22-010/the-robot-s-camera-could-be-clear-and-still-mislead",
    "json_url": "https://themachinepress.com/story/mp-2026-09-22-010.json",
    "first_published_at": "2026-09-22T09:00:00.000-04:00",
    "modified_at": "2026-09-22T09:00:00.000-04:00",
    "content_status": "new",
    "is_carryover": false,
    "carryover_reason": null,
    "key_claims": [
      {
        "claim_id": "claim-mp-2026-09-22-010-001",
        "text": "A benchmark exposed failures from stale views and disrupted interaction cues.",
        "source_ids": [
          "source-2026-09-22-010"
        ],
        "qualification": null
      }
    ],
    "source_ids": [
      "source-2026-09-22-010"
    ],
    "tags": [
      "robotics",
      "visual robustness",
      "benchmarks"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-09-22-010",
      "title": "arXiv preprint 2609.24350",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2609.24350",
      "canonical_url": "https://arxiv.org/abs/2609.24350",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-09-21T05:43:41.000-04:00",
      "accessed_at": "2026-09-22T08:26:19.625-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-09-22-010-001"
      ]
    }
  ],
  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "The Robot’s Camera Could Be Clear and Still Mislead",
    "publisher": "The Machine Press",
    "published_at": "2026-09-22T09:00:00.000-04:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-09-22-010/the-robot-s-camera-could-be-clear-and-still-mislead"
  }
}