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Out-of-Distribution Generalization

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TitleStatusHype
Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural NetworksCode0
A separability-based approach to quantifying generalization: which layer is best?Code0
Invariant Risk Minimization Is A Total Variation ModelCode0
Cross-Domain Causal Preference Learning for Out-of-Distribution RecommendationCode0
An Information-Theoretic Framework for Out-of-Distribution Generalization with Applications to Stochastic Gradient Langevin Dynamics—0
On the Benefits of Over-parameterization for Out-of-Distribution Generalization—0
SYNAPSE: SYmbolic Neural-Aided Preference Synthesis Engine—0
IBCB: Efficient Inverse Batched Contextual Bandit for Behavioral Evolution History—0
Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question AnsweringCode0
Early Period of Training Impacts Adaptation for Out-of-Distribution Generalization: An Empirical Study—0
Transfer Learning Beyond Bounded Density Ratios—0
Disentangling Policy from Offline Task Representation Learning via Adversarial Data AugmentationCode0
Towards Robust Out-of-Distribution Generalization Bounds via Sharpness—0
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation—0
A Survey on Evaluation of Out-of-Distribution Generalization—0
Vision Transformers with Natural Language Semantics—0
A Neural Rewriting System to Solve Algorithmic Problems—0
Investigating Out-of-Distribution Generalization of GNNs: An Architecture Perspective—0
HYPO: Hyperspherical Out-of-Distribution Generalization—0
On the Out-Of-Distribution Generalization of Multimodal Large Language Models—0
On Provable Length and Compositional GeneralizationCode0
Neural Language of Thought Models—0
Towards Understanding Variants of Invariant Risk Minimization through the Lens of CalibrationCode0
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey—0
InvariantOODG: Learning Invariant Features of Point Clouds for Out-of-Distribution Generalization—0
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