What is recorded here?
Distributed groups of visual tokens across aligned language/vision transformer layers through residual injection, allowing richer visual inputs without placing all tokens in the language input sequence.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Residual fusion and visual tokenization are inherited. Savings concern context placement and measured compute, not zero processing cost for all additional tokens. Original multiscale-token construction is distinct from later Qwen3VL intermediate-feature adaptation.
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People and systems
Lingchen Meng; Jianwei Yang; Rui Tian; Xiyang Dai; Zuxuan Wu; Jianfeng Gao; Yu-Gang Jiang
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
Meng et al.: cross-layer injection of grouped visual tokens
Distributed groups of visual tokens across aligned language/vision transformer layers through residual injection, allowing richer visual inputs without placing all tokens in the language input sequence.
Scientific scope
Residual fusion and visual tokenization are inherited. Savings concern context placement and measured compute, not zero processing cost for all additional tokens. Original multiscale-token construction is distinct from later Qwen3VL intermediate-feature adaptation.
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
Lingchen Meng; Jianwei Yang; Rui Tian; Xiyang Dai; Zuxuan Wu; Jianfeng Gao; Yu-Gang Jiang
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.