Buildability / Receipt
See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection
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
Watch and verify: See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection
/buildability/see-further-think-deeper-advancing-vlm-s-reasoning-ability-with-low-level-visual-cues-and-reflection
Subject: See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection
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.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 20, "author": "Zhiheng Wu; Tong Wang; Shuning Wang; Naiming Liu; Yumeng Zhang", "title": "See Further
Compute
{"file name": "input.pdf", "number of pages": 20, "author": "Zhiheng Wu; Tong Wang; Shuning Wang; Naiming Liu; Yumeng Zhang", "title": "See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 20, "author": "Zhiheng Wu; Tong Wang; Shuning Wang; Naiming Liu; Yumeng Zhang", "title": "See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 20, "author": "Zhiheng Wu; Tong Wang; Shuning Wang; Naiming Liu; Yumeng Zhang", "title": "See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/see-further-think-deeper-advancing-vlm-s-reasoning-ability-with-low-level-visual-cues-and-reflection
Paper ref
see-further-think-deeper-advancing-vlm-s-reasoning-ability-with-low-level-visual-cues-and-reflection
arXiv id
2604.24339
Freshness
Generated at
2026-04-28T15:16:44.358Z
Evidence freshness
fresh
Last verification
2026-04-28T15:16:44.358Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
8ecc638e0584a1b8f5756a63a61fc20678c6dea8a83f9ffcc3d7236fdc3e23fa
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.