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Neural Network Optimization

903 papers

Papers per year

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127
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Papers

Understanding Representation Learnability of Nonlinear Self-Supervised Learning AAAI 2023
Acceleration of Large Transformer Model Training by Sensitivity-Based Layer Dropping AAAI 2023
CAME: Confidence-guided Adaptive Memory Efficient Optimization ACL 2023
Revisiting Token Dropping Strategy in Efficient BERT Pretraining ACL 2023
A Length-Extrapolatable Transformer ACL 2023
Token-Level Self-Evolution Training for Sequence-to-Sequence Learning ACL 2023
Self-Evolution Learning for Discriminative Language Model Pretraining ACL 2023
Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language Models ACL 2023
On the Expressivity Role of LayerNorm in Transformers’ Attention ACL 2023
ASkewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks AISTATS 2023
Nyström Method for Accurate and Scalable Implicit Differentiation AISTATS 2023
A Mini-Block Fisher Method for Deep Neural Networks AISTATS 2023
Regression as Classification: Influence of Task Formulation on Neural Network Features AISTATS 2023
Co-Training 2L Submodels for Visual Recognition CVPR 2023
Global Vision Transformer Pruning With Hessian-Aware Saliency CVPR 2023
TIPI: Test Time Adaptation With Transformation Invariance CVPR 2023
Differentiable Architecture Search With Random Features CVPR 2023
EfficientViT: Memory Efficient Vision Transformer With Cascaded Group Attention CVPR 2023
Initialization Noise in Image Gradients and Saliency Maps CVPR 2023
Deep Dive Into Gradients: Better Optimization for 3D Object Detection With Gradient-Corrected IoU Supervision CVPR 2023
Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures CVPR 2023
Understanding Imbalanced Semantic Segmentation Through Neural Collapse CVPR 2023
Polynomial Implicit Neural Representations for Large Diverse Datasets CVPR 2023
NIPQ: Noise Proxy-Based Integrated Pseudo-Quantization CVPR 2023
MDL-NAS: A Joint Multi-Domain Learning Framework for Vision Transformer CVPR 2023