proof blockPage 368%
This equation captures one of the core mathematical components of the system. set of customers. A VRP is typically defined on a graph πΊ= (π,π΄)
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PyVRP$^+$: LLM-Driven Metacognitive Heuristic Evolution for Hybrid Genetic Search in Vehicle Routing Problems explores A novel framework using LLMs to enhance metaheuristic search for vehicle routing problems.. Commercial viability score: 5/10 in Optimization Algorithms.
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Page Freshness
Canonical route: /paper/pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems
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 pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems | Route /paper/pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problemsMCP example
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/buildability/pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems
Subject: PyVRP$^+$: LLM-Driven Metacognitive Heuristic Evolution for Hybrid Genetic Search in Vehicle Routing Problems
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Insufficient data
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Research neighborhood
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Dimensions overall score 5.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. set of customers. A VRP is typically defined on a graph πΊ= (π,π΄)
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems
Paper ref
pyvrp-llm-driven-metacognitive-heuristic-evolution-for-hybrid-genetic-search-in-vehicle-routing-problems
arXiv id
2604.07872
Generated at
2026-04-10T17:39:56.976Z
Evidence freshness
stale
Last verification
2026-04-10T17:39:56.976Z
Sources
3
References
0
Coverage
50%
Lineage hash
738fda261e9d974878d8b37c754451da2a773245f1816bbc4acea774852e0712
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. and π΄= {(π, π) : π, πβπ,πβ π} is the set of arcs. Let πdenote the
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. where π πβ₯0 is the service time at customer π, πππβ₯0 is the
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