conftrace_

optimization landscape

39 papers

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Co-occurring keywords

neural network (6616) neural network optimization (1293) gradient descent (1144) local minimum (61) local minima (39) policy gradient (520) non-convex optimization (547) loss landscape (149) hessian matrix (33) convolutional neural network (4226)

Papers

Understanding Geometry of Encoder-Decoder CNNs ICML 2019
Are deep ResNets provably better than linear predictors? NIPS 2019
Complexity of Linear Regions in Deep Networks ICML 2019
Semi-flat minima and saddle points by embedding neural networks to overparameterization NIPS 2019
Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues NIPS 2018
How Does Batch Normalization Help Optimization? NIPS 2018
Porcupine Neural Networks: Approximating Neural Network Landscapes NIPS 2018
Optimization Landscape and Expressivity of Deep CNNs ICML 2018
On the Implicit Bias of Dropout ICML 2018
Are ResNets Provably Better than Linear Predictors? NIPS 2018
Why is unsupervised alignment of English embeddings from different algorithms so hard? EMNLP 2018
On the Optimization Landscape of Tensor Decompositions NIPS 2017
No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis ICML 2017
An analysis on negative curvature induced by singularity in multi-layer neural-network learning NIPS 2010