MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
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 ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings | Route /signal-canvas/ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings",
    "query_text": "Summarize MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings",
  "normalized_query": "2603.15418",
  "route": "/signal-canvas/ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings",
  "paper_ref": "ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings",
  "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: MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

PDF: https://arxiv.org/pdf/2603.15418v1

Source count: Pending verification

Coverage: 17%

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

Signal Canvas receipt window

Not build-ready: MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

/buildability/ma-vlcm-a-vision-language-critic-model-for-value-estimation-of-policies-in-multi-agent-team-settings

Ignoreblocked

Subject: MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface