FORMULA: FORmation MPC with neUral barrier Learning for safety Assurance explores A learning-enhanced predictive control framework for safe, scalable, and formation-preserving navigation in multi-robot systems.. Commercial viability score: 4/10 in Multi-Robot Systems.
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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/formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance
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 formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance | Route /paper/formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/formula-formation-mpc-with-neural-barrier-learning-for-safety-assuranceMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.04409"
}
}source_context
{
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"mode": "paper",
"query": "FORMULA: FORmation MPC with neUral barrier Learning for safety Assurance",
"normalized_query": "2604.04409",
"route": "/paper/formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance",
"paper_ref": "formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance
Subject: FORMULA: FORmation MPC with neUral barrier Learning for safety Assurance
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.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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/formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance
Paper ref
formula-formation-mpc-with-neural-barrier-learning-for-safety-assurance
arXiv id
2604.04409
Generated at
2026-04-07T20:14:09.513Z
Evidence freshness
fresh
Last verification
2026-04-07T20:14:09.513Z
Sources
0
References
0
Coverage
0%
Lineage hash
6c35e337147708a47a2dec9ad56af19a716ed975513d93d70e053c79014a99b3
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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paper_evidence_receipts.coverage
Research neighborhood
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