SOTAVerified

GRAPH DOMAIN ADAPTATION

Papers

Showing 125 of 40 papers

TitleStatusHype
PyGDA: A Python Library for Graph Domain AdaptationCode3
Revisiting, Benchmarking and Understanding Unsupervised Graph Domain AdaptationCode3
Graph Domain Adaptation: Challenges, Progress and ProspectsCode2
DANE: Domain Adaptive Network EmbeddingCode1
Adversarial Deep Network Embedding for Cross-network Node ClassificationCode1
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain AdaptationCode1
Non-IID Transfer Learning on GraphsCode1
OpenGDA: Graph Domain Adaptation Benchmark for Cross-network LearningCode1
Pairwise Alignment Improves Graph Domain AdaptationCode1
Rethinking Propagation for Unsupervised Graph Domain AdaptationCode1
Structural Re-weighting Improves Graph Domain AdaptationCode1
Domain Adaptation on Graphs by Learning Graph Topologies: Theoretical Analysis and an Algorithm0
Rank and Align: Towards Effective Source-free Graph Domain Adaptation0
Gradual Domain Adaptation for Graph Learning0
Graph Domain Adaptation: A Generative View0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
Bridged-GNN: Knowledge Bridge Learning for Effective Knowledge Transfer0
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning0
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks0
Degree-Conscious Spiking Graph for Cross-Domain Adaptation0
Graph Domain Adaptation for Alignment-Invariant Brain Surface Segmentation0
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction0
Graph Domain Adaptation with Localized Graph Signal Representations0
Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning0
Homophily Enhanced Graph Domain Adaptation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GALAAccuracy56.5Unverified