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inductive bia

272 papers

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representation learning (6206) neural network (6616) transfer learning (5449) convolutional neural network (4226) language model (4599) graph neural network (3962) large language model (13587) transformer architecture (1560) attention mechanism (4001) vision transformer (1106)

Papers

A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022
Inductive Biases and Variable Creation in Self-Attention Mechanisms ICML 2022
Neural Network Pruning Denoises the Features and Makes Local Connectivity Emerge in Visual Tasks ICML 2022
Is a Modular Architecture Enough? NIPS 2022
Can Functional Transfer Methods Capture Simple Inductive Biases? AISTATS 2022
Resource-Efficient Hybrid X-Formers for Vision WACV 2022
Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling L4DC 2022
Task Discovery: Finding the Tasks that Neural Networks Generalize on NIPS 2022
Bridging the Gap Between Vision Transformers and Convolutional Neural Networks on Small Datasets NIPS 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Learning Physical Dynamics with Subequivariant Graph Neural Networks NIPS 2022
Neuron with Steady Response Leads to Better Generalization NIPS 2022
Distinguishing rule and exemplar-based generalization in learning systems ICML 2022
The Grammar-Learning Trajectories of Neural Language Models ACL 2022
No Free Lunch from Deep Learning in Neuroscience: A Case Study through Models of the Entorhinal-Hippocampal Circuit NIPS 2022
Attention-based Neural Cellular Automata NIPS 2022
Convolutional Recurrent Neural Network with Auxiliary Stream for Robust Variable-Length Acoustic Scene Classification INTERSPEECH 2022
Video Swin Transformer CVPR 2022
A Random CNN Sees Objects: One Inductive Bias of CNN and Its Applications AAAI 2022
Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm COLT 2022
Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022
Speaker Information Can Guide Models to Better Inductive Biases: A Case Study On Predicting Code-Switching ACL 2022
The Effects of Corpus Choice and Morphosyntax on Multilingual Space Induction EMNLP 2022
A Closer Look at Learned Optimization: Stability, Robustness, and Inductive Biases NIPS 2022