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Neural Network Optimization

3,648 papers

Papers per year

Papers

A Theoretical Framework for Inference Learning NIPS 2022
Understanding the Failure of Batch Normalization for Transformers in NLP NIPS 2022
Toward Equation of Motion for Deep Neural Networks: Continuous-time Gradient Descent and Discretization Error Analysis NIPS 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation NIPS 2022
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NIPS 2022
Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules NIPS 2022
Non-Uniform Adversarially Robust Pruning AUTOML 2022
Efficient Tactile Simulation with Differentiability for Robotic Manipulation CORL 2022
Learning Sampling Distributions for Model Predictive Control CORL 2022
Optimized Potential Initialization for Low-Latency Spiking Neural Networks AAAI 2022
Prior Gradient Mask Guided Pruning-Aware Fine-Tuning AAAI 2022
SVT-Net: Super Light-Weight Sparse Voxel Transformer for Large Scale Place Recognition AAAI 2022
Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers AAAI 2022
Playing Lottery Tickets with Vision and Language AAAI 2022
Adversarial Attack for Asynchronous Event-Based Data AAAI 2022
Less Is More: Pay Less Attention in Vision Transformers AAAI 2022
Scaled ReLU Matters for Training Vision Transformers AAAI 2022
Towards Fully Sparse Training: Information Restoration with Spatial Similarity AAAI 2022
Forecasting Asset Dependencies to Reduce Portfolio Risk AAAI 2022
Solving PDE-Constrained Control Problems Using Operator Learning AAAI 2022
RID-Noise: Towards Robust Inverse Design under Noisy Environments AAAI 2022
AutoCFR: Learning to Design Counterfactual Regret Minimization Algorithms AAAI 2022
ErfAct and Pserf: Non-monotonic Smooth Trainable Activation Functions AAAI 2022
Feedback Gradient Descent: Efficient and Stable Optimization with Orthogonality for DNNs AAAI 2022
Better Parameter-Free Stochastic Optimization with ODE Updates for Coin-Betting AAAI 2022