Optimization

An End-to-End Differentiable Framework for Contact-Aware Robot Design RSS 2021 An End-to-End Framework for Molecular Conformation Generation via Bilevel Programming ICML 2021 A Neural Network Auction For Group Decision Making Over a Continuous Space IJCAI 2021 An Even More Optimal Stochastic Optimization Algorithm: Minibatching and Interpolation Learning NeurIPS 2021 A New Objective for Identification of Partially Observed Linear Time-Invariant Dynamical Systems from Input-Output Data L4DC 2021 An exact solver for the Weston-Watkins SVM subproblem ICML 2021 An Improved Analysis and Rates for Variance Reduction under Without-replacement Sampling Orders NeurIPS 2021 An Improved Analysis of Gradient Tracking for Decentralized Machine Learning NeurIPS 2021 An Inertial Newton Algorithm for Deep Learning JMLR 2021 An Integer Linear Programming Framework for Mining Constraints from Data ICML 2021 A No-go Theorem for Robust Acceleration in the Hyperbolic Plane NeurIPS 2021 An Online Method for A Class of Distributionally Robust Optimization with Non-convex Objectives NeurIPS 2021 An online semi-definite programming with a generalised log-determinant regularizer and its applications ACML 2021 A Nonmyopic Approach to Cost-Constrained Bayesian Optimization UAI 2021 An Optimistic Acceleration of AMSGrad for Nonconvex Optimization ACML 2021 A Novel Method to Solve Neural Knapsack Problems ICML 2021 A novel notion of barycenter for probability distributions based on optimal weak mass transport NeurIPS 2021 A Novel Sequential Coreset Method for Gradient Descent Algorithms ICML 2021 A One-Size-Fits-All Solution to Conservative Bandit Problems AAAI 2021 A Permutation-Equivariant Neural Network Architecture For Auction Design AAAI 2021 A Polynomial-time, Truthful, Individually Rational and Budget Balanced Ridesharing Mechanism IJCAI 2021 Approximate Data Deletion from Machine Learning Models AISTATS 2021 Approximate Decomposable Submodular Function Minimization for Cardinality-Based Components NeurIPS 2021 Approximate Midpoint Policy Iteration for Linear Quadratic Control L4DC 2021 Approximate Newton Methods JMLR 2021