[TPAMI 2025] Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving
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Dec 6, 2025 - Python
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ood-generalization
Here are 32 public repositories matching this topic...
Environment Inference for Learning Generalizable Dynamical System (DynaInfer), NeurIPS 2025 Spotlight
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Oct 26, 2025 - Python
[NeurIPS 2025] Official code for "Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms"
transformers dynamic-programming attention-mechanism softmax tropical-geometry amoeba noise-robustness value-generation ood-generalization length-generalization neural-algorithmic-reasoning tropical-attention
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Oct 23, 2025 - Python
The official implementation of Delta Energy: Optimizing Energy Change During Vision-Language Alignment Improves both OOD Detection and OOD Generalization (NeurIPS2025)
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Oct 13, 2025 - Python
Source Code for Our ICML-2025 Paper "Controlling Neural Collapse Enhances Out-of-Distribution Detection and Transfer Learning"
transfer-learning representation-learning robustness continual-learning ood-detection ood-generalization open-world-learning neural-collapse forward-transfer
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Jul 22, 2025 - Python
Masking Strategies for Background Bias Removal in Computer Vision Models (ICCVW OODCV 2023 paper)
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Jul 3, 2025 - Python
Möbius Transform for Mitigating Perspective Distortions in Representation Learning (ECCV 2024)
computer-vision representation-learning research-paper dino self-supervised-learning simclr ood-generalization perspective-distortion distribution-shifts eccv2024
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Jun 28, 2025 - Python
[ICML 2025] OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable?
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Jun 6, 2025 - Python
Official code for the paper: "When and How Does CLIP Enable Domain and Compositional Generalization?" (ICML 2025 Spotlight)
machine-learning clip interpretability robustness ood-generalization mechanistic-interpretability vision-language-models
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May 19, 2025 - Python
[CVPR 2024] Improving out-of-distribution generalization in graphs via hierarchical semantic environments
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Apr 17, 2025 - Python
[Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging
medical-imaging fairness subpopulation algorithmic-fairness bias-mitigation ood-generalization foundation-models vision-language-pretraining vision-language-model
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Mar 28, 2025 - Python
Code for the Conditional Mutual Information-Debiasing (CMID) method.
deep-learning robustness conditional-mutual-information debiasing ood-generalization distribution-shift
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Feb 4, 2025 - Python
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
medical-imaging spurious-correlations shortcuts fairness subpopulation generalization algorithmic-fairness out-of-distribution bias-mitigation shortcut-learning ood-generalization nature-medicine
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Dec 30, 2024 - Python
Source Code for Our NeurIPS-2024 Paper "What Variables Affect Out-of-Distribution Generalization in Pretrained Models?"
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Dec 30, 2024 - Python
[ECCV Workshops 2024] BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation
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Nov 23, 2024 - Python
The value of out-of-distribution data (ICML 2023)
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Oct 31, 2024 - Python
[WACV 2024] Domain Generalisation via Risk Distribution Matching
ai deep-learning causality causal-inference domain-adaptation domain-generalization ood-detection ood-generalization
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Sep 19, 2024 - Python
[CVPR 2024] Source code for "Diffusion-Based Adaptation for Classification of Unknown Degraded Images".
computer-vision pytorch image-classification knowledge-distillation robustness diffusion-models degradation-models ood-generalization generative-ai robustness-classifier
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Jul 2, 2024 - Python
[KDD 2023] Causal Inference via Style Transfer for Out-of-distribution Generalisation
deep-neural-networks ai deep-learning causality causal-inference domain-adaptation domain-generalization ood-detection ood-generalization
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Feb 29, 2024 - Python
[NeurIPS 2022] "A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models", Yuanxin Liu, Fandong Meng, Zheng Lin, Jiangnan Li, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou
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Jan 9, 2024 - Python
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