Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page 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.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 21, "author": "Ethan Knights", "title": "Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Tran
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"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, "modification date": null, "kids": []}
Inference
{"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, "modification date": null, "kids": []}
Hardware
{"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, "modification date": null, "kids": []}
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.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references