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Quadratic Overhead Reduction

Definition

Quadratic overhead reduction describes methods designed to decrease computational or resource costs that scale quadratically with the size of an input or system. In blockchain contexts, this often relates to improving the efficiency of cryptographic proofs or consensus algorithms. The goal is to transform operations that become disproportionately expensive as the network grows into more linear or sub-quadratic scaling. This optimization is crucial for achieving greater scalability in decentralized systems.