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Erd\H{o}s Rado Sunflower Theorem for Shifted Families
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Deterministic Monotone Min-Plus Product and Convolution
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Counting Distinct (Non-)Crossing Substrings in Optimal Time
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Do Transformers Need Three Projections? Systematic Study of QKV Variants
Announce Type: new Abstract: Transformers have become the standard solution for various AI tasks, with the query, key, and value (QKV) attention formulation playing a central role. However, the individual contribution of these three projections and the impact of omitting some remain poorly understood. We systematically evaluate three projection sharing constraints: a) Q-K=V (shared key-value), b) Q=K-V (shared query-key), and c) Q=K=V (single projection).
AIADMK faces fresh exodus as 3 ex-ministers, 10 ex-MLAs head to TVK
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Homomorphic encryption schemes based on coding theory and polynomials
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Majorization and Gaussian-Mass Maximality for Construction-A Lattices from Binary Self-Dual Codes
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