First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 4/10
- Last proof check
- 2026-04-16
- Score updated
- 2026-04-16
- Score fresh until
- 2026-05-16
- References
- 0
- Source count
- 3
- Coverage
- 50%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
Canonical ID first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs | Route /signal-canvas/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs",
"query_text": "Summarize First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs",
"normalized_query": "2604.14035",
"route": "/signal-canvas/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs",
"paper_ref": "first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
PDF: https://arxiv.org/pdf/2604.14035v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-16T18:20:57.995Z
Signal Canvas receipt window
Not build-ready: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
/buildability/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs
Subject: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs
Paper ref
first-see-then-design-a-multi-stakeholder-view-for-optimal-performance-fairness-trade-offs
arXiv id
2604.14035
Freshness
Generated at
2026-04-16T18:20:57.995Z
Evidence freshness
stale
Last verification
2026-04-16T18:20:57.995Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
84464aedf36339bd5a89c31bd0f3f45fb34f17f4c9ef7831866854695431c3da
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
Canonical Paper Receipt
Last verification: 2026-04-16T18:20:57.995ZFreshness: stale
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 4.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
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