What is recorded here?
Separated shared and task-specific expert groups and stacked gated extraction networks, progressively routing lower-level shared knowledge into higher-level task-specific representations.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
CGC and its progressive PLE extension are one contribution family. This architecture targets harmful sharing but does not prove elimination of negative transfer or all multi-objective trade-offs. Online view/watch gains are platform experiments, not universal user satisfaction or revenue guarantees.
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People and systems
Hongyan Tang; Junning Liu; Ming Zhao; Xudong Gong
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.
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English catalogue narrative
PLE: progressive separation of shared and task-specific experts
Separated shared and task-specific expert groups and stacked gated extraction networks, progressively routing lower-level shared knowledge into higher-level task-specific representations.
Scientific scope
CGC and its progressive PLE extension are one contribution family. This architecture targets harmful sharing but does not prove elimination of negative transfer or all multi-objective trade-offs. Online view/watch gains are platform experiments, not universal user satisfaction or revenue guarantees.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Hongyan Tang; Junning Liu; Ming Zhao; Xudong Gong
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.