Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach

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 exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach | Route /signal-canvas/exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach

MCP example

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    "query_text": "Summarize Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach",
  "normalized_query": "2603.11757",
  "route": "/signal-canvas/exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach",
  "paper_ref": "exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach",
  "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: Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

PDF: https://arxiv.org/pdf/2603.11757v1

Source count: Pending verification

Coverage: 17%

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

Signal Canvas receipt window

Not build-ready: Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

/buildability/exploiting-expertise-of-non-expert-and-diverse-agents-in-social-bandit-learning-a-free-energy-approach

Ignoreblocked

Subject: Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

Verdict

Ignore

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

Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

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