To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs

To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms | Route /signal-canvas/to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms",
    "query_text": "Summarize To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs",
  "normalized_query": "2603.18373",
  "route": "/signal-canvas/to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms",
  "paper_ref": "to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs

PDF: https://arxiv.org/pdf/2603.18373v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs

/buildability/to-see-or-to-please-uncovering-visual-sycophancy-and-split-beliefs-in-vlms

Watchwatch

Subject: To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

To See or To Please: Uncovering Visual Sycophancy and Split Beliefs in VLMs

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface