Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
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Verification pending
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Page Freshness
Canonical route: /signal-canvas/cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers
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 cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers | Route /signal-canvas/cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformersMCP example
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"query": "Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers",
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References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers
PDF: https://arxiv.org/pdf/2604.20027v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-23T05:09:46.175Z
Signal Canvas receipt window
/buildability/cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers
Subject: Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Preparing verified analysis
Dimensions overall score 6.0
No public code linked for this paper yet.
{"file name": "input.pdf", "number of pages": 21, "author": "Ethan Knights", "title": "Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers", "creation date": null
Implication not extracted yet.
partial
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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.
Receipt path
/buildability/cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers
Paper ref
cognitive-alignment-at-no-cost-inducing-human-attention-biases-for-interpretable-vision-transformers
arXiv id
2604.20027
Generated at
2026-04-23T05:09:46.175Z
Evidence freshness
stale
Last verification
2026-04-23T05:09:46.175Z
Sources
3
References
0
Coverage
50%
Lineage hash
10abaa3948f83aa83c03b17839c07f59399069580cc80082ebb3f870e0fe448c
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