proof blockPage 568%
This equation captures one of the core mathematical components of the system. where, at each time step 𝑡, 𝑡𝑎𝑠𝑘∈and 𝑠𝑢𝑏𝑡𝑎𝑠𝑘∈denote
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Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production explores Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production.. Commercial viability score: 3/10 in Robotics.
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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/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro
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 safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro | Route /paper/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-proMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12667"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production",
"normalized_query": "2604.12667",
"route": "/paper/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro",
"paper_ref": "safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro
Subject: Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production
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.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 3.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. where, at each time step 𝑡, 𝑡𝑎𝑠𝑘∈and 𝑠𝑢𝑏𝑡𝑎𝑠𝑘∈denote
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro
Paper ref
safe-reinforcement-learning-with-online-filtering-for-fatigue-predictive-human-robot-task-planning-and-allocation-in-pro
arXiv id
2604.12667
Generated at
2026-04-15T17:01:53.965Z
Evidence freshness
stale
Last verification
2026-04-15T17:01:53.965Z
Sources
3
References
0
Coverage
50%
Lineage hash
55c183aac07099cfbbaf8a43c62756c2b816419c713ea81a20e2339ae1dd4bd9
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. = {ℎ, 𝑟, 𝑚} = {𝑡𝑎𝑠𝑘0, 𝑡𝑎𝑠𝑘1, ..., 𝑡𝑎𝑠𝑘𝑖, ...}
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. = {ℎ, 𝑟, 𝑚} = {𝑠𝑢𝑏𝑡𝑎𝑠𝑘0, ..., 𝑠𝑢𝑏𝑡𝑎𝑠𝑘𝑖, ...}
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.