AWhat changed
Combined Inception modules with residual connections and studied activation scaling to stabilize wide residual hybrids, comparing against streamlined non-residual Inception-v4.
Scientific scope
Combined Inception modules with residual connections and studied activation scaling to stabilize wide residual hybrids, comparing against streamlined non-residual Inception-v4. Newly specified residual integration/scaling delta, not another invention for model size/version alone or credit for inherited ResNet/Inception-v3. Source3.08percent top5is a four-model ensemble, not single-model performance or proof residuals are necessary for all deep learning. Originalv1has three authors, not later expanded versions.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Newly specified residual integration/scaling delta, not another invention for model size/version alone or credit for inherited ResNet/Inception-v3. Source3.08percent top5is a four-model ensemble, not single-model performance or proof residuals are necessary for all deep learning. Originalv1has three authors, not later expanded versions.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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