Neural Network Optimization

Is Integer Arithmetic Enough for Deep Learning Training? NeurIPS 2022 It's All in the Teacher: Zero-Shot Quantization Brought Closer to the Teacher CVPR 2022 JFB: Jacobian-Free Backpropagation for Implicit Networks AAAI 2022 Joint Modeling of Multi-Sample and Subband Signals for Fast Neural Vocoding on CPU Interspeech 2022 Knowledge Distillation based Contextual Relevance Matching for E-commerce Product Search EMNLP 2022 Large-batch Optimization for Dense Visual Predictions: Training Faster R-CNN in 4.2 Minutes NeurIPS 2022 Large-Scale Graph Neural Architecture Search ICML 2022 Large-Scale Streaming End-to-End Speech Translation with Neural Transducers Interspeech 2022 LAS-AT: Adversarial Training With Learnable Attack Strategy CVPR 2022 Last Iterate Risk Bounds of SGD with Decaying Stepsize for Overparameterized Linear Regression ICML 2022 Late Prompt Tuning: A Late Prompt Could Be Better Than Many Prompts EMNLP 2022 Learning a Single Neuron with Adversarial Label Noise via Gradient Descent COLT 2022 Learning curves for continual learning in neural networks: Self-knowledge transfer and forgetting ICLR 2022 Learning Curves for SGD on Structured Features ICLR 2022 Learning Distributions Generated by Single-Layer ReLU Networks in the Presence of Arbitrary Outliers NeurIPS 2022 Learning Expected Emphatic Traces for Deep RL AAAI 2022 Learning from Mistakes – a Framework for Neural Architecture Search AAAI 2022 Learning General Halfspaces with Adversarial Label Noise via Online Gradient Descent ICML 2022 Learning Modular Structures That Generalize Out-of-Distribution (Student Abstract) AAAI 2022 Learning Operators with Coupled Attention JMLR 2022 Learning Rates as a Function of Batch Size: A Random Matrix Theory Approach to Neural Network Training JMLR 2022 Learning Sampling Distributions for Model Predictive Control CoRL 2022 Learning Space-Time Crop Yield Patterns with Zigzag Persistence-Based LSTM: Toward More Reliable Digital Agriculture Insurance AAAI 2022 Learning Strides in Convolutional Neural Networks ICLR 2022 Learning To Anticipate Future With Dynamic Context Removal CVPR 2022