Buildability / Receipt
Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer
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
Not build-ready: Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer
/buildability/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
Subject: Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer
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.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 7, "author": "Liangru Xiang; Yuxi Ma; Zhihao Cao; Yixin Zhu; Song-Chun Zhu"
Compute
{"file name": "input.pdf", "number of pages": 7, "author": "Liangru Xiang; Yuxi Ma; Zhihao Cao; Yixin Zhu; Song-Chun Zhu", "title": "Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 7, "author": "Liangru Xiang; Yuxi Ma; Zhihao Cao; Yixin Zhu; Song-Chun Zhu", "title": "Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 7, "author": "Liangru Xiang; Yuxi Ma; Zhihao Cao; Yixin Zhu; Song-Chun Zhu", "title": "Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
Paper ref
grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
arXiv id
2604.24062
Freshness
Generated at
2026-04-28T15:20:53.813Z
Evidence freshness
fresh
Last verification
2026-04-28T15:20:53.813Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
a9e54afbd0ccf64a66e0b69a14bcccefd54100c6821d7ac8f0200b0d2ff96c33
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references
Truth Boundary
External gate remains unresolved for live deployment claims.
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.