AWhat changed
Searches a factorized hierarchical mobile CNN space with a reward balancing measured target-phone latency and classification accuracy.
Scientific scope
Searches a factorized hierarchical mobile CNN space with a reward balancing measured target-phone latency and classification accuracy. Automated search selected mobile network designs using accuracy and measured latency; researchers supplied the search space, devices and evaluation. Original v1 uses proxy-task search and transfer, not a claim that every candidate is fully trained on ImageNet. A weighted product approximates nearby tradeoffs, not an exhaustive certified Pareto frontier; latency is specific to measured hardware.
Evidence
Automated search selected mobile network designs using accuracy and measured latency; researchers supplied the search space, devices and evaluation. WRS has not independently rerun these experiments. Automated search selected mobile network designs using accuracy and measured latency; researchers supplied the search space, devices and evaluation. Original v1 uses proxy-task search and transfer, not a claim that every candidate is fully trained on ImageNet. A weighted product approximates nearby tradeoffs, not an exhaustive certified Pareto frontier; latency is specific to measured hardware.
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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