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/causal-scaffolding-for-physical-reasoning-a-benchmark-for-causally-informed-physical-world-understanding-in-vlms
Subject: Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs
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.
Data
{"file name": "input.pdf", "number of pages": 25, "author": "Tianyi Tang; Zhuoyi Lin; Zeyu Feng; Tianyi Ma; Yew-Soon Ong; Ivor Tsang; Haiyan Yin"
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": 25, "author": "Tianyi Tang; Zhuoyi Lin; Zeyu Feng; Tianyi Ma; Yew-Soon Ong; Ivor Tsang; Haiyan Yin", "title": "Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs", "creation date": "D:20260605005857+00'00'"
Inference
{"file name": "input.pdf", "number of pages": 25, "author": "Tianyi Tang; Zhuoyi Lin; Zeyu Feng; Tianyi Ma; Yew-Soon Ong; Ivor Tsang; Haiyan Yin", "title": "Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs", "creation date": "D:20260605005857+00'00'"
Hardware
{"file name": "input.pdf", "number of pages": 25, "author": "Tianyi Tang; Zhuoyi Lin; Zeyu Feng; Tianyi Ma; Yew-Soon Ong; Ivor Tsang; Haiyan Yin", "title": "Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs", "creation date": "D:20260605005857+00'00'"
Receipt path
/buildability/causal-scaffolding-for-physical-reasoning-a-benchmark-for-causally-informed-physical-world-understanding-in-vlms
Paper ref
causal-scaffolding-for-physical-reasoning-a-benchmark-for-causally-informed-physical-world-understanding-in-vlms
arXiv id
2606.05966
Generated at
2026-06-06T03:20:11.797Z
Evidence freshness
fresh
Last verification
2026-06-06T03:20:11.797Z
Sources
3
References
0
Coverage
50%
Lineage hash
218688065522a0255b86d09a38130a3f8ade2d2b0baf3e7562b3382726559c25
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.
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references