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News/SOLAR: SVD-Optimized Lifelong Attention for Recommendation
arxiv
PublishedOctober 2, 2026 at 4:00 AM

SOLAR: SVD-Optimized Lifelong Attention for Recommendation

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arXiv:2603.02561v2 Announce Type: replace-cross Abstract: 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 he

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