proof blockPage 268%
This equation captures one of the core mathematical components of the system. and Lc(x) = −1 if x /∈Ic (the voter disapproves or does not
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Probably Approximately Consensus: On the Learning Theory of Finding Common Ground explores An efficient algorithm for identifying broadly agreeable topics in online communities by modeling consensus as an interval in a one-dimensional opinion space.. Commercial viability score: 5/10 in LLM Training.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground | Route /paper/probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/probably-approximately-consensus-on-the-learning-theory-of-finding-common-groundMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.21811"
}
}source_context
{
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"query": "Probably Approximately Consensus: On the Learning Theory of Finding Common Ground",
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"paper_ref": "probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground",
"topic_slug": null,
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"dataset_ref": null
}Paper proof page receipt window
/buildability/probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground
Subject: Probably Approximately Consensus: On the Learning Theory of Finding Common Ground
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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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Research neighborhood
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Dimensions overall score 5.0
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This equation captures one of the core mathematical components of the system. and Lc(x) = −1 if x /∈Ic (the voter disapproves or does not
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/probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground
Paper ref
probably-approximately-consensus-on-the-learning-theory-of-finding-common-ground
arXiv id
2604.21811
Generated at
2026-04-24T20:30:26.081Z
Evidence freshness
fresh
Last verification
2026-04-24T20:30:26.081Z
Sources
3
References
0
Coverage
50%
Lineage hash
bcefa9e6c2f0f8eaeacda01cd75303182742cccfbab6932bfa7399352c73ab8d
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. l(x) for any issue x ∈R is the sum of the individual labels
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. a single hypothesis interval ˆI ⊂R that best summarizes or
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.