AWhat changed
Selected channels using sampled next-layer responses and a greedy reconstruction objective, then pruned corresponding filters and fine-tuned the narrowed network.
Scientific scope
Selected channels using sampled next-layer responses and a greedy reconstruction objective, then pruned corresponding filters and fine-tuned the narrowed network. Retaining network structure means topology, not unchanged channel counts. Reconstruction selection is NP-hard and the implemented greedy solution is suboptimal; sampled reconstruction is not exact function preservation or a guarantee of classification accuracy. Training data, fine-tuning and deployment kernels remain part of the cost.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Retaining network structure means topology, not unchanged channel counts. Reconstruction selection is NP-hard and the implemented greedy solution is suboptimal; sampled reconstruction is not exact function preservation or a guarantee of classification accuracy. Training data, fine-tuning and deployment kernels remain part of the cost.
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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