← Optimization & Theory
Deep Learning › Optimization & Theory ›

Optimization

1638 directly classified papers

Papers per year

Papers

Ansor: Generating High-Performance Tensor Programs for Deep Learning OSDI 2020
Continual Learning With Extended Kronecker-Factored Approximate Curvature CVPR 2020
Generating Accurate Pseudo-Labels in Semi-Supervised Learning and Avoiding Overconfident Predictions via Hermite Polynomial Activations CVPR 2020
ILFO: Adversarial Attack on Adaptive Neural Networks CVPR 2020
Sideways: Depth-Parallel Training of Video Models CVPR 2020
What Deep CNNs Benefit From Global Covariance Pooling: An Optimization Perspective CVPR 2020
Learning to Optimize Non-Rigid Tracking CVPR 2020
A Multigrid Method for Efficiently Training Video Models CVPR 2020
Discrete Model Compression With Resource Constraint for Deep Neural Networks CVPR 2020
On the Acceleration of Deep Learning Model Parallelism With Staleness CVPR 2020
Semantic Correspondence as an Optimal Transport Problem CVPR 2020
TomoFluid: Reconstructing Dynamic Fluid From Sparse View Videos CVPR 2020
DNU: Deep Non-Local Unrolling for Computational Spectral Imaging CVPR 2020
Auto-Tuning Structured Light by Optical Stochastic Gradient Descent CVPR 2020
LSM: Learning Subspace Minimization for Low-Level Vision CVPR 2020
Scale-Space Flow for End-to-End Optimized Video Compression CVPR 2020
Hardware-in-the-Loop End-to-End Optimization of Camera Image Processing Pipelines CVPR 2020
Regularizing Neural Networks via Minimizing Hyperspherical Energy CVPR 2020
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer CVPR 2020
Fast Texture Synthesis via Pseudo Optimizer CVPR 2020
A Graduated Filter Method for Large Scale Robust Estimation CVPR 2020
Select to Better Learn: Fast and Accurate Deep Learning Using Data Selection From Nonlinear Manifolds CVPR 2020
Enhanced Transport Distance for Unsupervised Domain Adaptation CVPR 2020
DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers CVPR 2020
MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation CVPR 2020