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submodular optimization

261 papers

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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

Coverage Centrality Maximization in Undirected Networks AAAI 2019
Near Optimal Algorithms for Hard Submodular Programs with Discounted Cooperative Costs AISTATS 2019
Submodular Optimization over Streams with Inhomogeneous Decays AAAI 2019
Migration as Submodular Optimization AAAI 2019
Submodular Batch Selection for Training Deep Neural Networks IJCAI 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
A Submodular Feature-Aware Framework for Label Subset Selection in Extreme Classification Problems NAACL 2019
Budgeted Experiment Design for Causal Structure Learning ICML 2018
Submodularity-Inspired Data Selection for Goal-Oriented Chatbot Training Based on Sentence Embeddings IJCAI 2018
Algorithmic Social Intervention IJCAI 2018
Near-Optimal Machine Teaching via Explanatory Teaching Sets AISTATS 2018
Experimental Design under the Bradley-Terry Model IJCAI 2018
Creating Capsule Wardrobes From Fashion Images CVPR 2018
A Temporally Sensitive Submodularity Framework for Timeline Summarization CONLL 2018
Robust Maximization of Non-Submodular Objectives AISTATS 2018
Approximate Submodularity and its Applications: Subset Selection, Sparse Approximation and Dictionary Selection JMLR 2018
Greed is Still Good: Maximizing Monotone Submodular+Supermodular (BP) Functions ICML 2018
Data Summarization at Scale: A Two-Stage Submodular Approach ICML 2018
Projection-Free Online Optimization with Stochastic Gradient: From Convexity to Submodularity ICML 2018
Submodular Hypergraphs: p-Laplacians, Cheeger Inequalities and Spectral Clustering ICML 2018
Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings ICML 2018
Approximation Guarantees of Stochastic Greedy Algorithms for Subset Selection IJCAI 2018
Inference in Higher Order MRF-MAP Problems With Small and Large Cliques CVPR 2018
Contextual Combinatorial Multi-armed Bandits with Volatile Arms and Submodular Reward NIPS 2018