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Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps

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: Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps

/buildability/asymmetric-loss-guided-hybrid-cnn-bilstm-attention-model-for-industrial-rul-prediction-with-interpretable-failure-heatma

Watchwatch

Subject: Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps

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

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/asymmetric-loss-guided-hybrid-cnn-bilstm-attention-model-for-industrial-rul-prediction-with-interpretable-failure-heatma

Paper ref

asymmetric-loss-guided-hybrid-cnn-bilstm-attention-model-for-industrial-rul-prediction-with-interpretable-failure-heatma

arXiv id

2604.13459

Freshness

Generated at

2026-04-16T18:19:50.074Z

Evidence freshness

stale

Last verification

2026-04-16T18:19:50.074Z

Sources

3

References

0

Coverage

50%

Hash state

Lineage hash

755ed0538644e38497d392663c45021e2c20aa0f93d50faac2b01be8d7f155f5

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

Some score or evidence fields are outside the preferred freshness window.

repo_url

references

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

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.