# Metadata - Title: Fast Approximation Algorithm for Non-monotone DR-submodular Maximization under Size Constraint - Authors: Tan D. Tran, Canh V. Pham - Year: 2026 - Venue: Journal of Combinatorial Optimization - Primary group: dr-submodular - Secondary tags: non-monotone, size-constraint, integer-lattice, deterministic, reduction-inspired - Problem: non-monotone DR-submodular maximization on the integer lattice under a size constraint - Main guarantee: introduces FastDrSub with approximation ratio about 0.044 in O(n log k) queries and FastDrSub+ with approximation ratio 1/4 - epsilon in O((n/epsilon) log(1/epsilon) log k) queries, emphasizing deterministic near-linear-time guarantees - Key techniques: partitioning the lattice domain into two subspaces, deterministic thresholding, using a coarse constant-factor routine to guess the optimum for a plus-version algorithm - Status: processed-deep - Tags: #dr-submodular #non-monotone #integer-lattice #size-constraint #deterministic - Inbox source: inbox/6. DrSubmodular.pdf