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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

HyperMixer: An MLP-based Low Cost Alternative to Transformers ACL 2023
Model-agnostic Measure of Generalization Difficulty ICML 2023
Exploring Automatically Perturbed Natural Language Explanations in Relation Extraction ACL 2023
Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NIPS 2023
Scaling MLPs: A Tale of Inductive Bias NIPS 2023
Geometric Inductive Biases for Identifiable Unsupervised Learning of Disentangled Representations AAAI 2023
Hidden Biases of End-to-End Driving Models ICCV 2023
Architectural Backdoors in Neural Networks CVPR 2023
Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning NIPS 2023
Sheaf Hypergraph Networks NIPS 2023
An Inductive Bias for Tabular Deep Learning NIPS 2023
Graph Inductive Biases in Transformers without Message Passing ICML 2023
Learning Intuitive Policies Using Action Features ICML 2023
Approximation-Generalization Trade-offs under (Approximate) Group Equivariance NIPS 2023
Model Intrinsic Features of Fine-tuning based Text Summarization Models for Factual Consistency ACL 2023
How to Plant Trees in Language Models: Data and Architectural Effects on the Emergence of Syntactic Inductive Biases ACL 2023
The SSL Interplay: Augmentations, Inductive Bias, and Generalization ICML 2023
Conditional independence testing under misspecified inductive biases NIPS 2023
Theoretical Analysis of the Inductive Biases in Deep Convolutional Networks NIPS 2023
Grassmann Manifold Flows for Stable Shape Generation NIPS 2023
LexSym: Compositionality as Lexical Symmetry ACL 2023
Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions ACL 2023
Simpler neural networks prefer subregular languages EMNLP 2023
Inductive Bias Is in the Eye of the Beholder EMNLP 2023
How to Learn and Generalize From Three Minutes of Data: Physics-Constrained and Uncertainty-Aware Neural Stochastic Differential Equations CORL 2023