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Domain Adaptation
8656 directly classified papers
Papers per year
2003: 1
2004: 2
2006: 11
2007: 9
2008: 8
2009: 13
2010: 14
2011: 16
2012: 16
2013: 44
2014: 32
2015: 44
2016: 126
2017: 203
2018: 378
2019: 662
2020: 726
2021: 1006
2022: 964
2023: 1217
2024: 1326
2025: 1387
2026: 451
Papers
Multimodal LLMs as Customized Reward Models for Text-to-Image Generation
ICCV 2025
Text-guided Visual Prompt DINO for Generic Segmentation
ICCV 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection
ICCV 2025
Augmented and Softened Matching for Unsupervised Visible-Infrared Person Re-Identification
ICCV 2025
MSSDA: Multi-Sub-Source Domain Adaptation for Diabetic Foot Neuropathy Recognition
AAAI 2025
ProtCLIP: Function-Informed Protein Multi-Modal Learning
AAAI 2025
Image-to-video Adaptation with Outlier Modeling and Robust Self-learning
AAAI 2025
A Video-grounded Dialogue Dataset and Metric for Event-driven Activities
AAAI 2025
RUNA: Object-Level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations
AAAI 2025
Mitigating Pervasive Modality Absence Through Multimodal Generalization and Refinement
AAAI 2025
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model
AAAI 2025
Automating the Expansion of Instrument Typicals in Piping and Instrumentation Diagrams (P&IDs)
AAAI 2025
Towards Better Robustness Against Natural Corruptions in Document Tampering Localization
AAAI 2025
Learning with Open-world Noisy Data via Class-independent Margin in Dual Representation Space
AAAI 2025
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation
AAAI 2025
Federated Recommendation with Explicitly Encoding Item Bias
AAAI 2025
Core Knowledge Learning Framework for Graph
AAAI 2025
Multifaceted User Modeling in Recommendation: A Federated Foundation Models Approach
AAAI 2025
SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning
AAAI 2025
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation
AAAI 2025
GeCC: Generalized Contrastive Clustering with Domain Shifts Modeling
AAAI 2025
NightReID: A Large-Scale Nighttime Person Re-Identification Benchmark
AAAI 2025
A Similarity Paradigm Through Textual Regularization Without Forgetting
AAAI 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning
AAAI 2025
Multimodal Fusion Using Multi-View Domains for Data Heterogeneity in Federated Learning
AAAI 2025
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