Continuous Optimization

ConvexVST: A Convex Optimization Approach to Variance-stabilizing Transformation ICML 2021 Cortical Surface Shape Analysis Based on Alexandrov Polyhedra ICCV 2021 Cost-effective Cloud Edge Traffic Engineering with Cascara NSDI 2021 CWY Parametrization: a Solution for Parallelized Optimization of Orthogonal and Stiefel Matrices AISTATS 2021 DAGs with No Curl: An Efficient DAG Structure Learning Approach ICML 2021 Debiasing Evaluations That Are Biased by Evaluations AAAI 2021 Decentralized Riemannian Gradient Descent on the Stiefel Manifold ICML 2021 Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws AAAI 2021 DeepGEM: Generalized Expectation-Maximization for Blind Inversion NeurIPS 2021 Deep Generative Learning via Schrödinger Bridge ICML 2021 Deep Wasserstein Graph Discriminant Learning for Graph Classification AAAI 2021 Differentiable Greedy Algorithm for Monotone Submodular Maximization: Guarantees, Gradient Estimators, and Applications AISTATS 2021 Differentiable Optimization of Generalized Nondecomposable Functions using Linear Programs NeurIPS 2021 Differentially Private Query Release Through Adaptive Projection ICML 2021 Differential Spectral Normalization (DSN) for PDE Discovery AAAI 2021 Differentiating the Value Function by using Convex Duality AISTATS 2021 Dimensionality Reduction for Wasserstein Barycenter NeurIPS 2021 Direct-Search for a Class of Stochastic Min-Max Problems AISTATS 2021 Distributed Saddle-Point Problems Under Data Similarity NeurIPS 2021 Distributed Second Order Methods with Fast Rates and Compressed Communication ICML 2021 Distributionally Robust Optimization with Markovian Data ICML 2021 Double Oracle Algorithm for Computing Equilibria in Continuous Games AAAI 2021 DRONE: Data-aware Low-rank Compression for Large NLP Models NeurIPS 2021 Dual Adaptivity: A Universal Algorithm for Minimizing the Adaptive Regret of Convex Functions NeurIPS 2021 Dual Principal Component Pursuit for Learning a Union of Hyperplanes: Theory and Algorithms AISTATS 2021