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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

Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models ACL 2022
On the inductive bias of neural networks for learning read-once DNFs UAI 2022
Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems NIPS 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022
Cognitive Simplification Operations Improve Text Simplification CONLL 2022
On the Equivalence Between Temporal and Static Equivariant Graph Representations ICML 2022
Rich Feature Construction for the Optimization-Generalization Dilemma ICML 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases ICML 2022
Graph-Induced Transformers for Efficient Multi-Hop Question Answering EMNLP 2022
What do Large Language Models Learn beyond Language? EMNLP 2022
Towards More Natural Artificial Languages EMNLP 2022
Approximately Equivariant Networks for Imperfectly Symmetric Dynamics ICML 2022
Rethinking Positional Encoding in Tree Transformer for Code Representation EMNLP 2022
Cognitive Simplification Operations Improve Text Simplification EMNLP 2022
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning ICML 2022
Inductive Bias of Gradient Descent for Weight Normalized Smooth Homogeneous Neural Nets ALT 2022
Contrastive Inductive Bias Controlling Networks for Reinforcement Learning ACML 2022
Probing as Quantifying Inductive Bias ACL 2022
Making Transformers Solve Compositional Tasks ACL 2022
Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations NIPS 2022
Maximum Class Separation as Inductive Bias in One Matrix NIPS 2022
Leveraging the Inductive Bias of Large Language Models for Abstract Textual Reasoning NIPS 2021
Learning with Hyperspherical Uniformity AISTATS 2021
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation IJCAI 2021
On the Generalization of Learning-Based 3D Reconstruction WACV 2021