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Machine Learning
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Domain Generalization
1760 directly classified papers
Papers per year
2008: 1
2013: 2
2014: 1
2015: 4
2016: 2
2017: 6
2018: 12
2019: 68
2020: 85
2021: 213
2022: 277
2023: 378
2024: 322
2025: 280
2026: 109
Papers
Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions
AAAI 2025
Partial Label Causal Representation Learning for Instance-Dependent Supervision and Domain Generalization
AAAI 2025
Improving Generalization for AI-Synthesized Voice Detection
AAAI 2025
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models
AAAI 2025
Towards Trustworthy Machine Learning Under Distribution Shifts
AAAI 2025
Domain Generalizable Portrait Style Transfer
ICCV 2025
Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder
AAAI 2025
Group-wise Scaling and Orthogonal Decomposition for Domain-Invariant Feature Extraction in Face Anti-Spoofing
ICCV 2025
Boosting Domain Generalized and Adaptive Detection with Diffusion Models: Fitness, Generalization, and Transferability
ICCV 2025
COSTARR: Consolidated Open Set Technique with Attenuation for Robust Recognition
ICCV 2025
TorchAdapt: Towards Light-Agnostic Real-Time Visual Perception
ICCV 2025
Diffusion-based Source-biased Model for Single Domain Generalized Object Detection
ICCV 2025
CoSMIC: Continual Self-supervised Learning for Multi-Domain Medical Imaging via Conditional Mutual Information Maximization
ICCV 2025
Not all Views are Created Equal: Analyzing Viewpoint Instabilities in Vision Foundation Models
ICCV 2025
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation
ICCV 2025
TranSplat: Generalizable 3D Gaussian Splatting from Sparse Multi-View Images with Transformers
AAAI 2025
Ghidorah: Towards Robust Multi-Scale Information Diffusion Prediction via Test-Time Training
AAAI 2025
Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection
AAAI 2025
Seeking Rational Demonstrations for Large Language Models: A Domain Generalization Approach to Unsupervised Cross-Domain Keyphrase Generation
ACL 2025
M-RangeDetector: Enhancing Generalization in Machine-Generated Text Detection through Multi-Range Attention Masks
ACL 2025
CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings
ACL 2025
Domain-aware Category-level Geometry Learning Segmentation for 3D Point Clouds
ICCV 2025
CasP: Improving Semi-Dense Feature Matching Pipeline Leveraging Cascaded Correspondence Priors for Guidance
ICCV 2025
Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases
ACL 2025
CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model
CVPR 2025
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