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Papers
Test-time Adaptation on Graphs via Adaptive Subgraph-based Selection and Regularized Prototypes
ICML 2025
Test-Time Adaptation on Recommender System with Data-Centric Graph Transformation
IJCAI 2025
Test-Time Graph Neural Dataset Search With Generative Projection
ICML 2025
Text-Attributed Graph Learning with Coupled Augmentations
COLING 2025
Text Graph Neural Networks for Detecting AI-Generated Content
COLING 2025
Text Meets Topology: Rethinking Out-of-distribution Detection in Text-Rich Networks
EMNLP 2025
TGBFormer: Transformer-GraphFormer Blender Network for Video Object Detection
AAAI 2025
TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs
AAAI 2025
The Case for Learned Provenance-based System Behavior Baseline
ICML 2025
The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
ICLR 2025
The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation
IJCAI 2025
THGNets: Constrained Temporal Hypergraphs and Graph Neural Networks in Hyperbolic Space for Information Diffusion Prediction
AAAI 2025
Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications
AAAI 2025
TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
ICML 2025
TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation
ICML 2025
TLSD: Breaking the Limit of Topological Lane Mapping with Graph Knowledge and Distance Awareness
ACML 2025
Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification
AAAI 2025
TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration
ICML 2025
Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
ICLR 2025
Topological Schrödinger Bridge Matching
ICLR 2025
Topology-Aware Dynamic Reweighting for Distribution Shifts on Graph
ICML 2025
Topology-Aware Gated Graph Neural Network for Social Bot Detection
IJCNLP 2025
Topology-aware Neural Flux Prediction Guided by Physics
ICML 2025
TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks
ICML 2025
TorchCP: A Python Library for Conformal Prediction
JMLR 2025