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submodular optimization

261 papers

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Also known as

SMI

Co-occurring keywords

greedy algorithm (242) approximation algorithm (630) submodular function (121) combinatorial optimization (1039) cardinality constraint (71) active learning (1295) submodular maximization (142) approximation guarantee (65) subset selection (88) influence maximization (82)

Papers

Submodular Batch Selection for Training Deep Neural Networks IJCAI 2019
Submodular Cost Submodular Cover with an Approximate Oracle ICML 2019
Optimal Continuous DR-Submodular Maximization and Applications to Provable Mean Field Inference ICML 2019
PAC Learnability of Node Functions in Networked Dynamical Systems ICML 2019
ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery AISTATS 2019
Fixing Mini-batch Sequences with Hierarchical Robust Partitioning AISTATS 2019
Submodular Observation Selection and Information Gathering for Quadratic Models ICML 2019
Balancing Relevance and Diversity in Online Bipartite Matching via Submodularity AAAI 2019
Greedy Maximization of Functions with Bounded Curvature under Partition Matroid Constraints AAAI 2019
Interlaced Greedy Algorithm for Maximization of Submodular Functions in Nearly Linear Time NIPS 2019
Near Optimal Algorithms for Hard Submodular Programs with Discounted Cooperative Costs AISTATS 2019
A Memoization Framework for Scaling Submodular Optimization to Large Scale Problems AISTATS 2019
Submodular Optimization over Streams with Inhomogeneous Decays AAAI 2019
Batched Stochastic Bayesian Optimization via Combinatorial Constraints Design AISTATS 2019
Consistent Online Optimization: Convex and Submodular AISTATS 2019
Distributed Maximization of "Submodular plus Diversity" Functions for Multi-label Feature Selection on Huge Datasets AISTATS 2019
A Submodular Feature-Aware Framework for Label Subset Selection in Extreme Classification Problems NAACL 2019
Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation NAACL 2019
Randomized Strategies for Robust Combinatorial Optimization AAAI 2019
An Efficient Evolutionary Algorithm for Minimum Cost Submodular Cover IJCAI 2019
Pareto Optimization for Subset Selection with Dynamic Cost Constraints AAAI 2019
Cascading Linear Submodular Bandits: Accounting for Position Bias and Diversity in Online Learning to Rank UAI 2019
Fast Parallel Algorithms for Statistical Subset Selection Problems NIPS 2019
Migration as Submodular Optimization AAAI 2019
Group-Fairness in Influence Maximization IJCAI 2019