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Papers
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
MIDL 2024
Fine-Tuned Machine Translation Metrics Struggle in Unseen Domains
ACL 2024
Gradual Domain Adaptation via Gradient Flow
ICLR 2024
Guaranteeing Robustness Against Real-World Perturbations In Time Series Classification Using Conformalized Randomized Smoothing
UAI 2024
How Far Is Too Far? Studying the Effects of Domain Discrepancy on Masked Language Models
COLING 2024
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field Study
ACL 2024
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
ICML 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment
CVPR 2024
Large Scale Dataset Distillation with Domain Shift
ICML 2024
LaSCal: Label-Shift Calibration without target labels
NeurIPS 2024
LI-TTA: Language Informed Test-Time Adaptation for Automatic Speech Recognition
Interspeech 2024
Measuring the Robustness of NLP Models to Domain Shifts
EMNLP 2024
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID
WACV 2024
Mixup-Induced Domain Extrapolation for Domain Generalization
AAAI 2024
Modality Translation Learning for Joint Speech-Text Model
Interspeech 2024
More is Better: Deep Domain Adaptation with Multiple Sources
IJCAI 2024
MSU-4S - The Michigan State University Four Seasons Dataset
CVPR 2024
Multi-Source Collaborative Gradient Discrepancy Minimization for Federated Domain Generalization
AAAI 2024
Navigating Continual Test-time Adaptation with Symbiosis Knowledge
IJCAI 2024
NC-TTT: A Noise Constrastive Approach for Test-Time Training
CVPR 2024
Negative Label Guided OOD Detection with Pretrained Vision-Language Models
ICLR 2024
OCCAM: Online Continuous Controller Adaptation with Meta-Learned Models
CoRL 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
NeurIPS 2024
PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessment
WACV 2024
Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting
ICLR 2024