EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations

stale

Proof freshness: stale
Proof status: verified
Display score: 8/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 4
Coverage: 83%

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 eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations | Route /signal-canvas/eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations",
    "query_text": "Summarize EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations",
  "normalized_query": "2604.18320",
  "route": "/signal-canvas/eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations",
  "paper_ref": "eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

PDF: https://arxiv.org/pdf/2604.18320v1

Repository: https://github.com/0001Henry/EVE

Source count: 4

Coverage: 83%

Last proof check: 2026-04-21T20:33:46.858Z

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Ready for execution: EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

/buildability/eve-verifiable-self-evolution-of-mllms-via-executable-visual-transformations

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Subject: EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

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