Exact Flow Linear Attention: Exact Solution from Continuous-Time Dynamics
Exact Flow Linear Attention (EFLA) solves zero-order hold continuous-time dynamics exactly to eliminate numerical errors from first-order Euler discretization. It reinterprets linear attention as a continuous system, deriving a closed-form update rule that preserves the original algebraic structure and complexity while significantly improving stability under noisy or high-energy inputs.