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/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training
Subject: Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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.
Receipt path
/buildability/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training
Paper ref
beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training
arXiv id
2605.14773
Generated at
2026-05-15T20:12:01.098Z
Evidence freshness
fresh
Last verification
2026-05-15T20:12:01.098Z
Sources
0
References
0
Coverage
0%
Lineage hash
b01be4ba0283e4f8404a63664c2327cfd4e37fff86d37818ff40120ea4e6cca4
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.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage