ood-generalization

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Here are 32 public repositories matching this topic...

estija / CMID

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Code for the Conditional Mutual Information-Debiasing (CMID) method.

deep-learning robustness conditional-mutual-information debiasing ood-generalization distribution-shift

Updated Feb 4, 2025
Python

lmb-freiburg / understanding-clip-ood

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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

Updated May 19, 2025
Python

prakashchhipa / MPD

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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

Updated Jun 28, 2025
Python

LiangzeJiang / OOD-Chameleon

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[ICML 2025] OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable?

meta-learning ood-generalization distribution-shifts adaptive-algorithm-selection

Updated Jun 6, 2025
Python

nktoan / risk-distribution-matching

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[WACV 2024] Domain Generalisation via Risk Distribution Matching

ai deep-learning causality causal-inference domain-adaptation domain-generalization ood-detection ood-generalization

Updated Sep 19, 2024
Python

neurodata / value-of-ood-data

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The value of out-of-distribution data (ICML 2023)

machine-learning computer-vision statistical-learning ood-generalization

Updated Oct 31, 2024
Python

shixuanliu-andy / DynaInfer

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Environment Inference for Learning Generalizable Dynamical System (DynaInfer), NeurIPS 2025 Spotlight

dynamical-systems ood-generalization

Updated Oct 26, 2025
Python

LinLLLL / DeltaEnergy

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The official implementation of Delta Energy: Optimizing Energy Change During Vision-Language Alignment Improves both OOD Detection and OOD Generalization (NeurIPS2025)

ood-detection ood-generalization vision-language-model

Updated Oct 13, 2025
Python

yousuf907 / NC-OOD

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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

Updated Jul 22, 2025
Python

Baran-phys / Tropical-Attention

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[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

Updated Oct 23, 2025
Python

Linxyhaha / IFL

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Mitigating Spurious Correlations for Self-supervised Recommendation

pytorch spurious-correlations recommender-system self-supervised-learning ood-generalization

Updated Jun 23, 2023
Python

yousuf907 / Tunnel

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Source Code for Our NeurIPS-2024 Paper "What Variables Affect Out-of-Distribution Generalization in Pretrained Models?"

transfer-learning representation-learning ood-generalization neural-collapse tunnel-effect

Updated Dec 30, 2024
Python

dineshdaultani / DiffAUD

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[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

Updated Jul 2, 2024
Python

dineshdaultani / FusionDistill

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[WACV 2024] Source code for "Consolidating separate degradations model via weights fusion and distillation".

computer-vision pytorch image-classification knowledge-distillation robustness domain-generalization degradation-models ood-generalization robustness-classifier

Updated Dec 27, 2023
Python

umaatgithub / BelHouse3D

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[ECCV Workshops 2024] BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation

semantic-segmentation pointcloud few-shot indoor-scenes ood-generalization

Updated Nov 23, 2024
Python

p-lambda / composed_finetuning

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Code for the ICML 2021 paper "Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization" by Sang Michael Xie, Tengyu Ma, Percy Liang

translation semi-supervised-learning image-generation structured-prediction ood-generalization