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Continuous Optimization

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POT: Python Optimal Transport JMLR 2021
On Solving Probabilistic Linear Diophantine Equations JMLR 2021
Convex Clustering: Model, Theoretical Guarantee and Efficient Algorithm JMLR 2021
A Two-Level Decomposition Framework Exploiting First and Second Order Information for SVM Training Problems JMLR 2021
A Distributed Method for Fitting Laplacian Regularized Stratified Models JMLR 2021
An Inertial Newton Algorithm for Deep Learning JMLR 2021
Efficient Real-Time Radial Distortion Correction for UAVs WACV 2021
Fast Pose Graph Optimization via Krylov-Schur and Cholesky Factorization WACV 2021
NCUEE-NLP at MEDIQA 2021: Health Question Summarization Using PEGASUS Transformers NAACL 2021
Communication-Efficient Distributed Optimization with Quantized Preconditioners ICML 2021
Differentially Private Query Release Through Adaptive Projection ICML 2021
Decentralized Riemannian Gradient Descent on the Stiefel Manifold ICML 2021
Adaptive Newton Sketch: Linear-time Optimization with Quadratic Convergence and Effective Hessian Dimensionality ICML 2021
Oblivious Sketching for Logistic Regression ICML 2021
KO codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning ICML 2021
Fast Stochastic Bregman Gradient Methods: Sharp Analysis and Variance Reduction ICML 2021
Boosting for Online Convex Optimization ICML 2021
A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization ICML 2021
Variance Reduction via Primal-Dual Accelerated Dual Averaging for Nonsmooth Convex Finite-Sums ICML 2021
Fast Projection Onto Convex Smooth Constraints ICML 2021
One-sided Frank-Wolfe algorithms for saddle problems ICML 2021
HoroPCA: Hyperbolic Dimensionality Reduction via Horospherical Projections ICML 2021
Scalable Computations of Wasserstein Barycenter via Input Convex Neural Networks ICML 2021
Improved CP-Based Lagrangian Relaxation Approach with an Application to the TSP IJCAI 2021
BOBCAT: Bilevel Optimization-Based Computerized Adaptive Testing IJCAI 2021