Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs

Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-13
Score updated: 2026-05-13
Score fresh until: 2026-06-12
References: 0
Source count: 3
Coverage: 50%

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 birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms | Route /signal-canvas/birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms",
    "query_text": "Summarize Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs",
  "normalized_query": "2605.11107",
  "route": "/signal-canvas/birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms",
  "paper_ref": "birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-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: Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs

PDF: https://arxiv.org/pdf/2605.11107v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-13T20:59:00.987Z

Signal Canvas receipt window

Watch and verify: Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs

/buildability/birds-of-a-feather-flock-together-background-invariant-representations-via-linear-structure-in-vlms

Watchwatch

Subject: Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs

Verdict

Watch

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

Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface