paper_type.json (228B)
1 { 2 "paper_type": "theoretical", 3 "reason": "The primary contribution is a theoretical algorithm (ONPO) with a formal convergence proof achieving O(T⁻¹) duality gap bounds; empirical validation on benchmarks is secondary." 4 }