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SOLAR: SVD-Optimized Lifelong Attention for Recommendation

Zhang, Chenghao et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitioninformation-retrieval
Attention mechanism remains the defining operator in Transformers since it provides expressive global credit assignment, yet its quadratic cost in sequence length N makes long-context modeling expensive and often forces truncation or other heuristics. Linear attention reduces complexity to O(Nd^2) b
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