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Out-of-Distribution Generalization

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TitleStatusHype
Subgraph Aggregation for Out-of-Distribution Generalization on GraphsCode0
On the Role of Depth and Looping for In-Context Learning with Task Diversity—0
Towards Robust Out-of-Distribution Generalization: Data Augmentation and Neural Architecture Search Approaches—0
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to AdaptationCode2
LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model MergingCode1
Polyp-E: Benchmarking the Robustness of Deep Segmentation Models via Polyp Editing—0
A Complexity-Based Theory of Compositionality—0
Looking Inward: Language Models Can Learn About Themselves by IntrospectionCode1
FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and DetectionCode0
Feature-guided score diffusion for sampling conditional densities—0
ALVIN: Active Learning Via INterpolation—0
AHA: Human-Assisted Out-of-Distribution Generalization and DetectionCode0
Visual Scratchpads: Enabling Global Reasoning in Vision—0
Can Transformers Reason Logically? A Study in SAT Solving—0
Rejecting Hallucinated State Targets during PlanningCode1
Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group AnnotationCode0
Collaboration! Towards Robust Neural Methods for Routing ProblemsCode1
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality AssessmentCode1
SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation—0
Positional Attention: Expressivity and Learnability of Algorithmic ComputationCode1
Reevaluating Meta-Learning Optimization Algorithms Through Contextual Self-ModulationCode0
A Model-Constrained Discontinuous Galerkin Network (DGNet) for Compressible Euler Equations with Out-of-Distribution Generalization—0
Robustness of AI-based weather forecasts in a changing climate—0
Scalable quantum dynamics compilation via quantum machine learning—0
A Survey of Out-of-distribution Generalization for Graph Machine Learning from a Causal View—0
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