Submodular Optimization

Online Submodular Resource Allocation with Applications to Rebalancing Shared Mobility Systems ICML 2021 Adaptive Submodular Maximization under Stochastic Item Costs COLT 2020 Adaptive Sequence Submodularity NeurIPS 2019 Stochastic Continuous Greedy ++: When Upper and Lower Bounds Match NeurIPS 2019 Efficient Algorithms for Non-convex Isotonic Regression through Submodular Optimization NeurIPS 2018 Submodular Maximization via Gradient Ascent: The Case of Deep Submodular Functions NeurIPS 2018 Continuous DR-submodular Maximization: Structure and Algorithms NeurIPS 2017 Bi-Objective Online Matching and Submodular Allocations NeurIPS 2016 Budgeted stream-based active learning via adaptive submodular maximization NeurIPS 2016 Fast Distributed Submodular Cover: Public-Private Data Summarization NeurIPS 2016 Adaptive Stochastic Optimization: From Sets to Paths NeurIPS 2015 A Generalization of Submodular Cover via the Diminishing Return Property on the Integer Lattice NeurIPS 2015 Distributed Submodular Cover: Succinctly Summarizing Massive Data NeurIPS 2015 M-Best-Diverse Labelings for Submodular Energies and Beyond NeurIPS 2015 Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications NeurIPS 2015 Monotone k-Submodular Function Maximization with Size Constraints NeurIPS 2015 On the Global Linear Convergence of Frank-Wolfe Optimization Variants NeurIPS 2015 Smooth Interactive Submodular Set Cover NeurIPS 2015 SubmodBoxes: Near-Optimal Search for a Set of Diverse Object Proposals NeurIPS 2015 Submodular Hamming Metrics NeurIPS 2015 From MAP to Marginals: Variational Inference in Bayesian Submodular Models NeurIPS 2014 Learning Mixtures of Submodular Functions for Image Collection Summarization NeurIPS 2014 On Prior Distributions and Approximate Inference for Structured Variables NeurIPS 2014 Provable Submodular Minimization using Wolfe's Algorithm NeurIPS 2014 Submodular Attribute Selection for Action Recognition in Video NeurIPS 2014