Mathematics & Optimization

Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls NeurIPS 2021 System Performance as a Function of Calibration Methods, Sample Size and Sampling Variability in Likelihood Ratio-Based Forensic Voice Comparison Interspeech 2021 Taming Communication and Sample Complexities in Decentralized Policy Evaluation for Cooperative Multi-Agent Reinforcement Learning NeurIPS 2021 Tango: Declarative Semantics for Multiagent Communication Protocols IJCAI 2021 Task-Optimal Exploration in Linear Dynamical Systems ICML 2021 Teaching the Old Dog New Tricks: Supervised Learning with Constraints AAAI 2021 TenIPS: Inverse Propensity Sampling for Tensor Completion AISTATS 2021 Testing Conditional Independence via Quantile Regression Based Partial Copulas JMLR 2021 Testing Group Fairness via Optimal Transport Projections ICML 2021 Testing Probabilistic Circuits NeurIPS 2021 Testing Product Distributions: A Closer Look ALT 2021 Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification EMNLP 2021 The Base Measure Problem and its Solution AISTATS 2021 The benefits of sharing: a cloud-aided performance-driven framework to learn optimal feedback policies L4DC 2021 The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications for Profile Maximum Likelihood COLT 2021 The Complexity Landscape of Claim-Augmented Argumentation Frameworks AAAI 2021 The Complexity of Bayesian Network Learning: Revisiting the Superstructure NeurIPS 2021 The complexity of nonconvex-strongly-concave minimax optimization UAI 2021 The Complexity of Sparse Tensor PCA NeurIPS 2021 The decomposition of the higher-order homology embedding constructed from the k-Laplacian NeurIPS 2021 The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021 The Effects of Mild Over-parameterization on the Optimization Landscape of Shallow ReLU Neural Networks COLT 2021 The ensmallen library for flexible numerical optimization JMLR 2021 The Hardness Analysis of Thompson Sampling for Combinatorial Semi-bandits with Greedy Oracle NeurIPS 2021 The Impact of Data on the Stability of Learning-Based Control L4DC 2021