FedSQ: Optimized Weight Averaging via Fixed Gating explores A federated learning method that stabilizes training by freezing structural components of pretrained models to improve robustness and reduce convergence time.. Commercial viability score: 4/10 in Federated Learning.
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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/fedsq-optimized-weight-averaging-via-fixed-gating
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 fedsq-optimized-weight-averaging-via-fixed-gating | Route /paper/fedsq-optimized-weight-averaging-via-fixed-gating
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/fedsq-optimized-weight-averaging-via-fixed-gatingMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02990"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "FedSQ: Optimized Weight Averaging via Fixed Gating",
"normalized_query": "2604.02990",
"route": "/paper/fedsq-optimized-weight-averaging-via-fixed-gating",
"paper_ref": "fedsq-optimized-weight-averaging-via-fixed-gating",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/fedsq-optimized-weight-averaging-via-fixed-gating
Subject: FedSQ: Optimized Weight Averaging via Fixed Gating
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.
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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Preparing verified analysis
Dimensions overall score 4.0
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No public competitor map is available for this paper yet.
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Receipt path
/buildability/fedsq-optimized-weight-averaging-via-fixed-gating
Paper ref
fedsq-optimized-weight-averaging-via-fixed-gating
arXiv id
2604.02990
Generated at
2026-04-06T20:16:59.808Z
Evidence freshness
fresh
Last verification
2026-04-06T20:16:59.808Z
Sources
0
References
0
Coverage
0%
Lineage hash
2b1bf6a3cbfa8f76e4584f084e53199374d57ad84655723c4170b91b25f3b79e
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.
Verification pending / evidence receipt incomplete
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