proof blockPage 482%
This equation captures one of the core mathematical components of the system. Let N = {1, . . . , N} denote the set of individuals and K =
Page and bbox are available; crop image is pending.
Beyond Arrow's Impossibility: Fairness as an Emergent Property of Multi-Agent Collaboration explores Fairness in AI agents emerges from multi-agent collaboration, not single-model optimization, offering a new perspective on ethical AI.. Commercial viability score: 3/10 in AI Agents.
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Page Freshness
Canonical route: /paper/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration
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 beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration | Route /paper/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaborationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.13705"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Beyond Arrow's Impossibility: Fairness as an Emergent Property of Multi-Agent Collaboration",
"normalized_query": "2604.13705",
"route": "/paper/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration",
"paper_ref": "beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration
Subject: Beyond Arrow's Impossibility: Fairness as an Emergent Property of Multi-Agent Collaboration
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Dimensions overall score 3.0
No public claim map is available for this paper yet.
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This equation captures one of the core mathematical components of the system. Let N = {1, . . . , N} denote the set of individuals and K =
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration
Paper ref
beyond-arrow-s-impossibility-fairness-as-an-emergent-property-of-multi-agent-collaboration
arXiv id
2604.13705
Generated at
2026-04-16T18:20:33.118Z
Evidence freshness
stale
Last verification
2026-04-16T18:20:33.118Z
Sources
3
References
0
Coverage
50%
Lineage hash
e1da03b55e4f086d1fcd839ce3f4a46832561b4ccd19fc69b474b48eecebe379
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. disagree, that is, there exists no single allocation A∗∈A such that
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. tuple pt = (Al,t, Jl,t)⟩containing a numerical allocation matrix and a linguistic justification. Every
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.