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This work delves into the complexities of optimization gaps within various NP problems, focusing on critical aspects such as Gap-3SAT, Gap-CLIQUE, and Gap-Independent Set (Gap-IS). We explore the minimization techniques and probabilistic verification methods for proofs, including the pivotal role of the PCP theorem. Our analysis also highlights key reductions among NP-hard problems, providing insight into graph structures and their configurations (CSG) related to these gaps. This study is essential for researchers interested in computational complexity and optimization.
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