Continuous Optimization

Rate-improved inexact augmented Lagrangian method for constrained nonconvex optimization AISTATS 2021 Real-Time Pricing Optimization for Ride-Hailing Quality of Service IJCAI 2021 Reduced-Rank Regression with Operator Norm Error COLT 2021 Regret Minimization in Stochastic Non-Convex Learning via a Proximal-Gradient Approach ICML 2021 Regularized ERM on random subspaces AISTATS 2021 Representer Theorems in Banach Spaces: Minimum Norm Interpolation, Regularized Learning and Semi-Discrete Inverse Problems JMLR 2021 Reproducing kernel Hilbert C*-module and kernel mean embeddings JMLR 2021 Rethinking the Variational Interpretation of Accelerated Optimization Methods NeurIPS 2021 Reusing Combinatorial Structure: Faster Iterative Projections over Submodular Base Polytopes NeurIPS 2021 Revenue-Incentive Tradeoffs in Dynamic Reserve Pricing ICML 2021 Revisiting Projection-free Online Learning: the Strongly Convex Case AISTATS 2021 Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021 Riemannian Convex Potential Maps ICML 2021 Riemannian Stochastic Recursive Momentum Method for non-Convex Optimization IJCAI 2021 Robust Auction Design in the Auto-bidding World NeurIPS 2021 Robust principal component analysis for generalized multi-view models UAI 2021 Rotation Averaging in a Split Second: A Primal-Dual Method and a Closed-Form for Cycle Graphs ICCV 2021 Rotation Coordinate Descent for Fast Globally Optimal Rotation Averaging CVPR 2021 R-SLAM: Optimizing Eye Tracking From Rolling Shutter Video of the Retina ICCV 2021 Sampling-Based Motion Planning on Sequenced Manifolds RSS 2021 Saturated Post-hoc Optimization for Classical Planning AAAI 2021 Scalable Computations of Wasserstein Barycenter via Input Convex Neural Networks ICML 2021 Scalable Constrained Bayesian Optimization AISTATS 2021 Scalable Optimal Transport in High Dimensions for Graph Distances, Embedding Alignment, and More ICML 2021 Scaling up Continuous-Time Markov Chains Helps Resolve Underspecification NeurIPS 2021