Domain Generalization

GREAT Score: Global Robustness Evaluation of Adversarial Perturbation using Generative Models NeurIPS 2024 Grounding Partially-Defined Events in Multimodal Data EMNLP 2024 GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers ACL 2024 Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigation CVPR 2024 Hierarchical Object-Aware Dual-Level Contrastive Learning for Domain Generalized Stereo Matching NeurIPS 2024 Homology Consistency Constrained Efficient Tuning for Vision-Language Models NeurIPS 2024 How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection WACV 2024 How Far Is Too Far? Studying the Effects of Domain Discrepancy on Masked Language Models COLING 2024 How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024 How to Fine-Tune Vision Models with SGD ICLR 2024 How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field Study ACL 2024 HuRef: HUman-REadable Fingerprint for Large Language Models NeurIPS 2024 iBARLE: imBalance-Aware Room Layout Estimation WACV 2024 IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models ACL 2024 Improve Robustness of Reinforcement Learning against Observation Perturbations via l∞ Lipschitz Policy Networks AAAI 2024 Improving Domain Generalization with Domain Relations ICLR 2024 Improving Environment Novelty Quantification for Effective Unsupervised Environment Design NeurIPS 2024 Improving Generalization of Dynamic Graph Learning via Environment Prompt NeurIPS 2024 Improving Generalization of Speech Separation in Real-World Scenarios: Strategies in Simulation, Optimization, and Evaluation Interspeech 2024 Improving Multilingual ASR Robustness to Errors in Language Input Interspeech 2024 Improving Non-Transferable Representation Learning by Harnessing Content and Style ICLR 2024 Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments CVPR 2024 Improving robustness to corruptions with multiplicative weight perturbations NeurIPS 2024 Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment CVPR 2024 Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition NeurIPS 2024