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Continuous Optimization

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Papers

ELLIPSDF: Joint Object Pose and Shape Optimization With a Bi-Level Ellipsoid and Signed Distance Function Description ICCV 2021
Generalized Spectral Clustering via Gromov-Wasserstein Learning AISTATS 2021
XOR-SGD: provable convex stochastic optimization for decision-making under uncertainty UAI 2021
A Stochastic Newton Algorithm for Distributed Convex Optimization NIPS 2021
Noisy Gradient Descent Converges to Flat Minima for Nonconvex Matrix Factorization AISTATS 2021
Accelerated Algorithms for Smooth Convex-Concave Minimax Problems with O(1/k^2) Rate on Squared Gradient Norm ICML 2021
Softmax Tree: An Accurate, Fast Classifier When the Number of Classes Is Large EMNLP 2021
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems L4DC 2021
Finding First-Order Nash Equilibria of Zero-Sum Games with the Regularized Nikaido-Isoda Function AISTATS 2021
Revenue-Incentive Tradeoffs in Dynamic Reserve Pricing ICML 2021
A Modular Analysis of Provable Acceleration via Polyak’s Momentum: Training a Wide ReLU Network and a Deep Linear Network ICML 2021
Explicit loss asymptotics in the gradient descent training of neural networks NIPS 2021
Fast Pose Graph Optimization via Krylov-Schur and Cholesky Factorization WACV 2021
Moreau-Yosida $f$-divergences ICML 2021
Thinking Inside the Ball: Near-Optimal Minimization of the Maximal Loss COLT 2021
Localized Simple Multiple Kernel K-Means ICCV 2021
Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws AAAI 2021
Dimensionality Reduction for Wasserstein Barycenter NIPS 2021
Continuum-Armed Bandits: A Function Space Perspective AISTATS 2021
Higher-order Derivatives of Weighted Finite-state Machines IJCNLP 2021
A Continuous Mapping For Augmentation Design NIPS 2021
Projection-free Online Learning over Strongly Convex Sets AAAI 2021
Learning a Gradient-free Riemannian Optimizer on Tangent Spaces AAAI 2021
An Online Riemannian PCA for Stochastic Canonical Correlation Analysis NIPS 2021
Normal Integration via Inverse Plane Fitting With Minimum Point-to-Plane Distance CVPR 2021