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GRAPH DOMAIN ADAPTATION

Papers

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Showing 1–40 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
DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain AdaptationCode0
Domain-adaptive Message Passing Graph Neural NetworkCode0
GCAL: Adapting Graph Models to Evolving Domain ShiftsCode0
Graph Transfer Learning via Adversarial Domain Adaptation with Graph ConvolutionCode0
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain AdaptationCode0
BotTrans: A Multi-Source Graph Domain Adaptation Approach for Social Bot DetectionCode0
Source Free Unsupervised Graph Domain AdaptationCode0
Can Modifying Data Address Graph Domain Adaptation?Code0
Collaborate to Adapt: Source-Free Graph Domain Adaptation via Bi-directional AdaptationCode0
Graph Domain Adaptation for Alignment-Invariant Brain Surface Segmentation—0
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction—0
Graph Domain Adaptation with Localized Graph Signal Representations—0
Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning—0
Homophily Enhanced Graph Domain Adaptation—0
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks—0
SA-GDA: Spectral Augmentation for Graph Domain Adaptation—0
On the Benefits of Attribute-Driven Graph Domain Adaptation—0
Semi-supervised Domain Adaptation in Graph Transfer Learning—0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
Pave Your Own Path: Graph Gradual Domain Adaptation on Fused Gromov-Wasserstein Geodesics—0
Degree-Conscious Spiking Graph for Cross-Domain Adaptation—0
Domain Adaptation on Graphs by Learning Graph Topologies: Theoretical Analysis and an Algorithm—0
Rank and Align: Towards Effective Source-free Graph Domain Adaptation—0
Domain Adaptive Unfolded Graph Neural Networks—0
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation—0
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning—0
Gradual Domain Adaptation for Graph Learning—0
Graph Domain Adaptation: A Generative View—0
Bridged-GNN: Knowledge Bridge Learning for Effective Knowledge Transfer—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GALAAccuracy56.5—Unverified