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← Optimization & Theory
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Optimization & Theory
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Optimization
1638 directly classified papers
Papers per year
2006: 5
2007: 2
2008: 4
2009: 2
2010: 2
2011: 3
2012: 8
2013: 25
2014: 19
2015: 22
2016: 31
2017: 42
2018: 68
2019: 104
2020: 148
2021: 174
2022: 178
2023: 209
2024: 345
2025: 244
2026: 3
Papers
Preconditioned Spectral Descent for Deep Learning
NIPS 2015
On Pairwise Costs for Network Flow Multi-Object Tracking
CVPR 2015
FaLRR: A Fast Low Rank Representation Solver
CVPR 2015
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs With a Costly Max-Oracle
CVPR 2015
Superdifferential Cuts for Binary Energies
CVPR 2015
Path-SGD: Path-Normalized Optimization in Deep Neural Networks
NIPS 2015
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer
ICCV 2015
Minimum Barrier Salient Object Detection at 80 FPS
ICCV 2015
Pan-Sharpening With a Hyper-Laplacian Penalty
ICCV 2015
Low-Rank Tensor Approximation With Laplacian Scale Mixture Modeling for Multiframe Image Denoising
ICCV 2015
Stochastic Spectral Descent for Restricted Boltzmann Machines
AISTATS 2015
A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis
ICML 2015
Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling
NIPS 2015
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization
NIPS 2015
Improved Iteration Complexity Bounds of Cyclic Block Coordinate Descent for Convex Problems
NIPS 2015
Hessian-free Optimization for Learning Deep Multidimensional Recurrent Neural Networks
NIPS 2015
Escaping From Saddle Points — Online Stochastic Gradient for Tensor Decomposition
COLT 2015
Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization
CVPR 2015
Evaluation of Scan-Line Optimization for 3D Medical Image Registration
CVPR 2014
Generalized Nonconvex Nonsmooth Low-Rank Minimization
CVPR 2014
Deblurring Low-light Images with Light Streaks
CVPR 2014
An Accelerated Proximal Coordinate Gradient Method
NIPS 2014
large scale canonical correlation analysis with iterative least squares
NIPS 2014
Convex Deep Learning via Normalized Kernels
NIPS 2014
Online Optimization for Max-Norm Regularization
NIPS 2014
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