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Out-of-Distribution Generalization

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TitleStatusHype
Memory-enriched computation and learning in spiking neural networks through Hebbian plasticityCode0
The developmental trajectory of object recognition robustness: children are like small adults but unlike big deep neural networksCode0
SeqZero: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot ModelsCode0
Wavelet-Based Hybrid Machine Learning Model for Out-of-distribution Internet Traffic Prediction—0
Causal Reasoning Meets Visual Representation Learning: A Prospective Study—0
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization—0
Out-of-distribution generalization for learning quantum dynamics—0
What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic EnvironmentCode0
Knowledge-Spreader: Learning Facial Action Unit Dynamics with Extremely Limited Labels—0
Example-based Hypernetworks for Out-of-Distribution GeneralizationCode0
Compound Domain Generalization via Meta-Knowledge Encoding—0
Out-of-distribution Generalization with Causal Invariant Transformations—0
Vision-Based Manipulators Need to Also See from Their Hands—0
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision—0
Generative multitask learning mitigates target-causing confoundingCode0
Gradient Masked Averaging for Federated Learning—0
Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant Learning—0
SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models—0
Multi-Domain Balanced Sampling Improves Out-of-Distribution Generalization of Chest X-ray Pathology Prediction ModelsCode0
OOD-GNN: Out-of-Distribution Generalized Graph Neural Network—0
An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers—0
Overparameterization Improves Robustness to Covariate Shift in High Dimensions—0
Composing Partial Differential Equations with Physics-Aware Neural Networks—0
Deformation Robust Roto-Scale-Translation Equivariant CNNs—0
Covariate Shift in High-Dimensional Random Feature Regression—0
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