proof blockPage 268%
This equation captures one of the core mathematical components of the system. h(i,j) r,k (uk, f) + hother,k(uk) 2 Pr,k(uk, f) = Pt X (i,j)∈Sbl
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Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors explores A CSI-free hierarchical MARL system for reconfigurable reflectors that achieves significant RSSI improvements and robust multi-user scalability for intelligent wireless environments.. Commercial viability score: 7/10 in Wireless Networks.
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Page Freshness
Canonical route: /paper/learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors
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 learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors | Route /paper/learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectorsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.05165"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors",
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"topic_slug": null,
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}Paper proof page receipt window
/buildability/learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors
Subject: Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors
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
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Dimensions overall score 7.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. h(i,j) r,k (uk, f) + hother,k(uk) 2 Pr,k(uk, f) = Pt X (i,j)∈Sbl
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors
Paper ref
learning-to-focus-csi-free-hierarchical-marl-for-reconfigurable-reflectors
arXiv id
2604.05165
Generated at
2026-04-08T05:53:56.614Z
Evidence freshness
fresh
Last verification
2026-04-08T05:53:56.614Z
Sources
0
References
0
Coverage
0%
Lineage hash
61ecf8b5e310eea0c6b8300d88f504985852611b8485495c7b5521db09e6178d
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
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
This equation captures one of the core mathematical components of the system. K X Rsys(s(t), b(t)) = k=1 Pr,k(uk(t), f(t)). which contains only the position of its assign
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This equation captures one of the core mathematical components of the system. oL,l(t) = {uπ(l)(t), rl, fl(t)} K X Rsys(s(t), b(t)) = k=1 Pr,k(uk(t), f(t)). w
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