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Neural Network Optimization

3648 directly classified papers

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Papers

Approximation Theory of Convolutional Architectures for Time Series Modelling ICML 2021
"Hey, that’s not an ODE": Faster ODE Adjoints via Seminorms ICML 2021
Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving ICML 2021
Straight to the Gradient: Learning to Use Novel Tokens for Neural Text Generation ICML 2021
Linear Transformers Are Secretly Fast Weight Programmers ICML 2021
Implicit Bias of Linear RNNs ICML 2021
On the Implicit Bias of Initialization Shape: Beyond Infinitesimal Mirror Descent ICML 2021
Multi-Scale Selective Feedback Network with Dual Loss for Real Image Denoising IJCAI 2021
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System IJCAI 2021
Enabling Retrain-free Deep Neural Network Pruning Using Surrogate Lagrangian Relaxation IJCAI 2021
On the Neural Tangent Kernel of Deep Networks with Orthogonal Initialization IJCAI 2021
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression IJCAI 2021
Automated Machine Learning on Graphs: A Survey IJCAI 2021
State-Aware Value Function Approximation with Attention Mechanism for Restless Multi-armed Bandits IJCAI 2021
Differentiable Dynamic Wirings for Neural Networks ICCV 2021
Network as Regularization for Training Deep Neural Networks: Framework, Model and Performance AAAI 2020
Momentum in Reinforcement Learning AISTATS 2020
Learning with Differentiable Pertubed Optimizers NIPS 2020
YNU-HPCC at SemEval-2020 Task 7: Using an Ensemble BiGRU Model to Evaluate the Humor of Edited News Titles SEMEVAL 2020
GAIT-prop: A biologically plausible learning rule derived from backpropagation of error NIPS 2020
Understanding Attention for Text Classification ACL 2020
Fastened CROWN: Tightened Neural Network Robustness Certificates AAAI 2020
MTL-NAS: Task-Agnostic Neural Architecture Search Towards General-Purpose Multi-Task Learning CVPR 2020
ScopeFlow: Dynamic Scene Scoping for Optical Flow CVPR 2020
Learning to Optimize Non-Rigid Tracking CVPR 2020