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Neural Network Optimization

3,648 papers

Papers per year

Papers

Training Quantised Neural Networks With STE Variants: The Additive Noise Annealing Algorithm CVPR 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models NIPS 2022
Modality-specific Learning Rates for Effective Multimodal Additive Late-fusion ACL 2022
AME: Attention and Memory Enhancement in Hyper-Parameter Optimization CVPR 2022
Gradient flow dynamics of shallow ReLU networks for square loss and orthogonal inputs NIPS 2022
MSR-NV: Neural Vocoder Using Multiple Sampling Rates INTERSPEECH 2022
On the Parameterization and Initialization of Diagonal State Space Models NIPS 2022
A Learning-based Iterative Control Framework for Controlling a Robot Arm with Pneumatic Artificial Muscles RSS 2022
SVT-Net: Super Light-Weight Sparse Voxel Transformer for Large Scale Place Recognition AAAI 2022
Using Deep Mixture-of-Experts to Detect Word Meaning Shift for TempoWiC EMNLP 2022
ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text Generation EMNLP 2022
Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering IJCAI 2022
Scaling Laws Under the Microscope: Predicting Transformer Performance from Small Scale Experiments EMNLP 2022
Early Stage Convergence and Global Convergence of Training Mildly Parameterized Neural Networks NIPS 2022
A Computable Definition of the Spectral Bias AAAI 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022
Learning Sampling Distributions for Model Predictive Control CORL 2022
Large-Scale Graph Neural Architecture Search ICML 2022
RNN-T lattice enhancement by grafting of pruned paths INTERSPEECH 2022
Finite-Time Analysis of Adaptive Temporal Difference Learning with Deep Neural Networks NIPS 2022
Robust Pitch Estimation Using Multi-Branch CNN-LSTM and 1-Norm LP Residual INTERSPEECH 2022
Global Convergence and Stability of Stochastic Gradient Descent NIPS 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization NIPS 2022
Transformer Networks for Non-Intrusive Speech Quality Prediction INTERSPEECH 2022
CAT: Customized Adversarial Training for Improved Robustness IJCAI 2022