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Papers
Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers
WACV 2025
DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale
ICLR 2025
Deep Multi-modal Graph Clustering via Graph Transformer Network
AAAI 2025
Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation
AAAI 2025
Dual Encoder Contrastive Learning with Augmented Views for Graph Anomaly Detection
IJCAI 2025
DUALFormer: Dual Graph Transformer
ICLR 2025
FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning
AAAI 2025
FastPERT: Towards Fast Microservice Application Latency Prediction via Structural Inductive Bias over PERT Networks
AAAI 2025
From Theory to Practice: Rethinking Green and Martin Kernels for Unleashing Graph Transformers
ICML 2025
GaitCycFormer: Leveraging Gait Cycles and Transformers for Gait Emotion Recognition.
AAAI 2025
GLiM: Integrating Graph Transformer and LLM for Document-Level Biomedical Relation Extraction with Incomplete Labeling
ACL 2025
GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion
ACL 2025
Graph Transformers Dream of Electric Flow
ICLR 2025
Homomorphism Counts as Structural Encodings for Graph Learning
ICLR 2025
Learning Graph Quantized Tokenizers
ICLR 2025
Learning Laplacian Positional Encodings for Heterophilous Graphs
AISTATS 2025
Learning Long Range Dependencies on Graphs via Random Walks
ICLR 2025
Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction
AAAI 2025
MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights
AAAI 2025
Motif Guided Graph Transformers with Combinatorial Skeleton Prototype Learning for Skeleton-Based Person Re-Identification
AAAI 2025
NLGT: Neighborhood-based and Label-enhanced Graph Transformer Framework for Node Classification
AAAI 2025
PDDFormer: Pairwise Distance Distribution Graph Transformer for Crystal Material Property Prediction
IJCAI 2025
Primphormer: Efficient Graph Transformers with Primal Representations
ICML 2025
RingFormer: A Ring-Enhanced Graph Transformer for Organic Solar Cell Property Prediction
AAAI 2025
Sharpness-aware Zeroth-order Optimization for Graph Transformers
IJCAI 2025