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Domain Generalization

1760 directly classified papers

Papers per year

Papers

From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025
Unlocking Better Closed-Set Alignment Based on Neural Collapse for Open-Set Recognition AAAI 2025
Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CONLL 2025
LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models CVPR 2025
Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning CVPR 2025
Reproducible Vision-Language Models Meet Concepts Out of Pre-Training CVPR 2025
Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination AAAI 2025
Towards Generalizable Scene Change Detection CVPR 2025
Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference AAAI 2025
INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information IJCNLP 2025
Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data IJCNLP 2025
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization AAAI 2025
TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs AAAI 2025
Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios EMNLP 2025
MatViX: Multimodal Information Extraction from Visually Rich Articles NAACL 2025
DiMPLe - Disentangled Multi-Modal Prompt Learning: Enhancing Out-Of-Distribution Alignment with Invariant and Spurious Feature Separation ICCV 2025
DGFamba: Learning Flow Factorized State Space for Visual Domain Generalization AAAI 2025
HYBOOD: A Hybrid Generative Model for Out-of-Distribution Detection with Corruption Estimation AAAI 2025
FakeDiffer: Distributional Disparity Learning on Differentiated Reconstruction for Face Forgery Detection AAAI 2025
Robustness Evaluation of the German Extractive Question Answering Task COLING 2025
Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025
Can Out-of-Domain Data Help to Learn Domain-Specific Prompts for Multimodal Misinformation Detection? WACV 2025
Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning AAAI 2025
Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis AAAI 2025
Gradient-Guided Annealing for Domain Generalization CVPR 2025