Mathematics & Optimization

Social-Inverse: Inverse Decision-making of Social Contagion Management with Task Migrations NeurIPS 2022 Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022 Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability Using Tree Search and Graph Neural Networks AAAI 2022 Solving L1-regularized SVMs and Related Linear Programs: Revisiting the Effectiveness of Column and Constraint Generation JMLR 2022 Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality JMLR 2022 Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022 Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022 Solving PDE-Constrained Control Problems Using Operator Learning AAAI 2022 Solving Stackelberg Prediction Game with Least Squares Loss via Spherically Constrained Least Squares Reformulation ICML 2022 Span-Based Semantic Role Labeling with Argument Pruning and Second-Order Inference AAAI 2022 Sparse Hypergraph Community Detection Thresholds in Stochastic Block Model NeurIPS 2022 Sparse Mixed Linear Regression with Guarantees: Taming an Intractable Problem with Invex Relaxation ICML 2022 Sparsification of Decomposable Submodular Functions AAAI 2022 Sparsity in Partially Controllable Linear Systems ICML 2022 Spectral risk-based learning using unbounded losses AISTATS 2022 Spectral Robustness for Correlation Clustering Reconstruction in Semi-Adversarial Models AISTATS 2022 SPECTRE: Spectral Conditioning Helps to Overcome the Expressivity Limits of One-shot Graph Generators ICML 2022 Speech imitation skills predict automatic phonetic convergence: a GMM-UBM study on L2 Interspeech 2022 Speeding up approximate MAP by applying domain knowledge about relevant variables PGM 2022 Speeding Up the RUL¯ Dynamic-Controllability-Checking Algorithm for Simple Temporal Networks with Uncertainty AAAI 2022 Spiked Covariance Estimation from Modulo-Reduced Measurements AISTATS 2022 Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs AAAI 2022 Split-kl and PAC-Bayes-split-kl Inequalities for Ternary Random Variables NeurIPS 2022 Sqrt(d) Dimension Dependence of Langevin Monte Carlo ICLR 2022 Stability and Generalization for Markov Chain Stochastic Gradient Methods NeurIPS 2022