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If linear attention is a system of first-order ordinary differential equations, can we find its exact analytical solution? Can the analytical solution derived from mathematical deduction be used as an attention mechanism? We propose EFLA, which attempts to theoretically eliminate Euler-order integration errors. Please have a look and upvote!
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics (2512.12602)
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics (2512.12602)