AWhat changed
Used hierarchical patch merging and alternating shifted local-attention windows to connect regions while limiting per-layer spatial attention cost.
Scientific scope
Used hierarchical patch merging and alternating shifted local-attention windows to connect regions while limiting per-layer spatial attention cost. Inherits transformers, local attention and multiscale vision. Linear complexity refers to a fixed-window design as spatial size scales, not arbitrary global attention or every end-to-end operation. Benchmarks are source-specific.
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 transformers, local attention and multiscale vision. Linear complexity refers to a fixed-window design as spatial size scales, not arbitrary global attention or every end-to-end operation. Benchmarks are source-specific.
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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