AWhat changed
Introduced residual learning around space-to-channel features and a decoupled adaptation/training procedure to retain reconstruction quality at high spatial compression.
Scientific scope
Introduced residual learning around space-to-channel features and a decoupled adaptation/training procedure to retain reconstruction quality at high spatial compression. Inherits autoencoders and spatial/channel transforms. This component-level method is distinct from SANA's overall system integration; no second invention credit assigned to SANA for DC-AE itself. High spatial compression is not lossless total information compression.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits autoencoders and spatial/channel transforms. This component-level method is distinct from SANA's overall system integration; no second invention credit assigned to SANA for DC-AE itself. High spatial compression is not lossless total information compression.
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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