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Optimization

1638 directly classified papers

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Papers

Lifted Proximal Operator Machines AAAI 2019
Scalable Distributed DL Training: Batching Communication and Computation AAAI 2019
Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods AAAI 2019
Non-Convex Projected Gradient Descent for Generalized Low-Rank Tensor Regression JMLR 2019
Stochastic Variance-Reduced Cubic Regularization Methods JMLR 2019
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers NIPS 2019
Fixing Mini-batch Sequences with Hierarchical Robust Partitioning AISTATS 2019
A Fast Sampling Algorithm for Maximum Inner Product Search AISTATS 2019
On the Dynamics of Gradient Descent for Autoencoders AISTATS 2019
Banded Matrix Operators for Gaussian Markov Models in the Automatic Differentiation Era AISTATS 2019
Dynamical Isometry is Achieved in Residual Networks in a Universal Way for any Activation Function AISTATS 2019
Learning One-hidden-layer Neural Networks under General Input Distributions AISTATS 2019
Learning One-hidden-layer ReLU Networks via Gradient Descent AISTATS 2019
Nonconvex Matrix Factorization from Rank-One Measurements AISTATS 2019
Exploring Fast and Communication-Efficient Algorithms in Large-Scale Distributed Networks AISTATS 2019
Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019
ReAl-LiFE: Accelerating the Discovery of Individualized Brain Connectomes on GPUs AAAI 2019
MetaStyle: Three-Way Trade-off among Speed, Flexibility, and Quality in Neural Style Transfer AAAI 2019
Efficient and Scalable Multi-Task Regression on Massive Number of Tasks AAAI 2019
Manifold-Valued Image Generation with Wasserstein Generative Adversarial Nets AAAI 2019
Gradient-Based Inference for Networks with Output Constraints AAAI 2019
Uncovering Specific-Shape Graph Anomalies in Attributed Graphs AAAI 2019
Visual Place Recognition via Robust ℓ2-Norm Distance Based Holism and Landmark Integration AAAI 2019
Re2EMA: Regularized and Reinitialized Exponential Moving Average for Target Model Update in Object Tracking AAAI 2019
Sparse Adversarial Perturbations for Videos AAAI 2019