Mathematics & Optimization

Cost-efficient Gaussian tensor network embeddings for tensor-structured inputs NeurIPS 2022 Counting, Sampling, and Synthesis: The Quest for Scalability IJCAI 2022 Cryptocurrency Bubble Detection: A New Stock Market Dataset, Financial Task & Hyperbolic Models NAACL 2022 CurvingLoRa to Boost LoRa Network Throughput via Concurrent Transmission NSDI 2022 CVaR-Regret Bounds for Multi-armed Bandits ACML 2022 Cycle Consistent Probability Divergences Across Different Spaces AISTATS 2022 DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization NeurIPS 2022 Damped Online Newton Step for Portfolio Selection COLT 2022 Data-Derived Weak Universal Consistency JMLR 2022 Data-Driven Chance Constrained Control using Kernel Distribution Embeddings L4DC 2022 Data-Driven Conditional Robust Optimization NeurIPS 2022 Data-driven Control of Unknown Linear Systems via Quantized Feedback L4DC 2022 Data-Driven Real-Time Strategic Placement of Mobile Vaccine Distribution Sites AAAI 2022 Data-Driven Safety Verification of Stochastic Systems via Barrier Certificates: A Wait-and-Judge Approach L4DC 2022 Data-Efficient Structured Pruning via Submodular Optimization NeurIPS 2022 Data-Enabled Gradient Flow as Feedback Controller: Regulation of Linear Dynamical Systems to Minimizers of Unknown Functions L4DC 2022 DEANN: Speeding up Kernel-Density Estimation using Approximate Nearest Neighbor Search AISTATS 2022 Debiaser Beware: Pitfalls of Centering Regularized Transport Maps ICML 2022 Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022 Decentralized, Communication- and Coordination-free Learning in Structured Matching Markets NeurIPS 2022 Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NeurIPS 2022 Decentralized Online Convex Optimization in Networked Systems ICML 2022 Decentralized Training of Foundation Models in Heterogeneous Environments NeurIPS 2022 Deciding Unsolvability in Temporal Planning under Action Non-Self-Overlapping AAAI 2022 Deciphering Lasso-based Classification Through a Large Dimensional Analysis of the Iterative Soft-Thresholding Algorithm ICML 2022