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Neural Network Optimization

902 directly classified papers

Papers per year

Papers

Vid-ODE: Continuous-Time Video Generation with Neural Ordinary Differential Equation AAAI 2021
AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks AAAI 2021
Teacher Guided Neural Architecture Search for Face Recognition AAAI 2021
Automated Model Design and Benchmarking of Deep Learning Models for COVID-19 Detection with Chest CT Scans AAAI 2021
On Lipschitz Regularization of Convolutional Layers using Toeplitz Matrix Theory AAAI 2021
Learning with Retrospection AAAI 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search AAAI 2021
Improving Gradient Flow with Unrolled Highway Expectation Maximization AAAI 2021
Tightening Robustness Verification of Convolutional Neural Networks with Fine-Grained Linear Approximation AAAI 2021
MLE-Guided Parameter Search for Task Loss Minimization in Neural Sequence Modeling AAAI 2021
Successive Halving Top-k Operator AAAI 2021
Is Each Layer Non-trivial in CNN? (Student Abstract) AAAI 2021
Slot Machines: Discovering Winning Combinations of Random Weights in Neural Networks ICML 2021
On Linear Stability of SGD and Input-Smoothness of Neural Networks NIPS 2021
Demystifying and Generalizing BinaryConnect NIPS 2021
MTAdam: Automatic Balancing of Multiple Training Loss Terms EMNLP 2021
Small random initialization is akin to spectral learning: Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction NIPS 2021
Analytic Insights into Structure and Rank of Neural Network Hessian Maps NIPS 2021
The Spectrum of Fisher Information of Deep Networks Achieving Dynamical Isometry AISTATS 2021
Regularizing Neural Networks via Adversarial Model Perturbation CVPR 2021
PML: Progressive Margin Loss for Long-Tailed Age Classification CVPR 2021
Combined Depth Space Based Architecture Search for Person Re-Identification CVPR 2021
Cross-Iteration Batch Normalization CVPR 2021
Compatibility-Aware Heterogeneous Visual Search CVPR 2021
LQF: Linear Quadratic Fine-Tuning CVPR 2021