CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-10
- Score updated
- 2026-04-09
- Score fresh until
- 2026-05-09
- References
- 56
- Source count
- 3
- Coverage
- 67%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
Canonical ID cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging | Route /signal-canvas/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averagingMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging",
"query_text": "Summarize CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging",
"normalized_query": "2604.07009",
"route": "/signal-canvas/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging",
"paper_ref": "cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: 56
Proof: Verification pending
Freshness state: computing
Source paper: CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
PDF: https://arxiv.org/pdf/2604.07009v1
Source count: 3
Coverage: 67%
Last proof check: 2026-04-10T00:14:25.981Z
Signal Canvas receipt window
Watch and verify: CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
/buildability/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging
Subject: CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
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
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/cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging
Paper ref
cafp-a-post-processing-framework-for-group-fairness-via-counterfactual-model-averaging
arXiv id
2604.07009
Freshness
Generated at
2026-04-10T00:14:25.981Z
Evidence freshness
stale
Last verification
2026-04-10T00:14:25.981Z
Sources
3
References
56
Coverage
67%
Hash state
Lineage hash
bd3856009a202512a8d9f26cdafa3ab2fbe91f6d46d9cb03ffedcbb684000fd2
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: proof_status
- Unknown: proof verification has not been recorded yet
56 refs / 3 sources / Verification pending
repo_url
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging
Canonical Paper Receipt
Last verification: 2026-04-10T00:14:25.981ZFreshness: stale
Proof: unverified
Repo: missing
References: 56
Sources: 3
Coverage: 67%
- - repo_url
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
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
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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