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Out-of-Distribution Generalization

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TitleStatusHype
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation?—0
Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive TasksCode1
Does Invariant Graph Learning via Environment Augmentation Learn Invariance?Code1
Towards Combinatorial Generalization for Catalysts: A Kohn-Sham Charge-Density Approach—0
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning—0
Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution Generalization—0
Removing Spurious Concepts from Neural Network Representations via Joint Subspace Estimation—0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling—0
Towards Unified and Effective Domain GeneralizationCode1
Real-Fake: Effective Training Data Synthesis Through Distribution MatchingCode1
Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations—0
Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?Code1
Federated Meta-Learning for Few-Shot Fault Diagnosis with Representation Encoding—0
Towards Evaluating Generalist Agents: An Automated Benchmark in Open WorldCode1
Trustworthy Machine Learning—0
Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test SamplesCode0
Unlock the Potential of Counterfactually-Augmented Data in Out-Of-Distribution Generalization—0
Deep Concept Removal—0
Offline Imitation Learning with Variational Counterfactual ReasoningCode0
Robust Novelty Detection through Style-Conscious Feature RankingCode0
xVal: A Continuous Numerical Tokenization for Scientific Language ModelsCode1
On the Stability of Expressive Positional Encodings for GraphsCode1
Empirical Study of PEFT techniques for Winter Wheat SegmentationCode1
SeisT: A foundational deep learning model for earthquake monitoring tasksCode1
Spurious Feature Diversification Improves Out-of-distribution Generalization—0
Discovering environments with XRMCode1
Mitigating Shortcuts in Language Models with Soft Label Encoding—0
Application of Zone Method based Physics-Informed Neural Networks in Reheating Furnaces—0
Graph Out-of-Distribution Generalization with Controllable Data Augmentation—0
Frustratingly Easy Model Generalization by Dummy Risk Minimization—0
UnIVAL: Unified Model for Image, Video, Audio and Language TasksCode2
PromptStyler: Prompt-driven Style Generation for Source-free Domain GeneralizationCode1
Topology-aware Robust Optimization for Out-of-distribution GeneralizationCode0
Phase Matching for Out-of-Distribution Generalization—0
FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model InterpolationCode1
Artificial Intelligence for Science in Quantum, Atomistic, and Continuum SystemsCode0
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and CalibrationCode0
RL-ViGen: A Reinforcement Learning Benchmark for Visual GeneralizationCode1
Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning—0
Distilling Large Vision-Language Model with Out-of-Distribution GeneralizabilityCode1
Uncovering the Limits of Machine Learning for Automatic Vulnerability DetectionCode1
Individual and Structural Graph Information Bottlenecks for Out-of-Distribution GeneralizationCode1
Continual Learning for Out-of-Distribution Pedestrian DetectionCode0
Open Problem: Learning with Variational Objectives on Measures—0
Geometric Deep Learning for Structure-Based Drug Design: A SurveyCode1
Simple and Fast Group Robustness by Automatic Feature ReweightingCode0
Studying Generalization on Memory-Based Methods in Continual Learning—0
Out of Distribution Generalization via Interventional Style Transfer in Single-Cell Microscopy—0
Feed Two Birds with One Scone: Exploiting Wild Data for Both Out-of-Distribution Generalization and DetectionCode0
Graph Structure and Feature Extrapolation for Out-of-Distribution Generalization—0
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