Research graph
References from IGT: Modeling local and global patterns of graph data by interleaving GNNs and transformers. Local targets link to admitted publications; unresolved targets remain external evidence.
Aspect-specific parsimonious segmentation via attention-based graph convolutional network for aspect-based sentiment analysis
10.1016/j.knosys.2024.112169 · 2024 · External reference
Directional graph networks
2021 · External reference
Inducing target-specific latent structures for aspect sentiment classification
2020 · External reference
Structure-aware transformer for graph representation learning
2022 · External reference
10.18653/v1/d17-1047
10.18653/v1/d17-1047 · External reference
Principal neighbourhood aggregation for graph nets
2020 · External reference
Unresolved reference
External reference
Adaptive recursive neural network for target-dependent twitter sentiment classification
2014 · External reference
A generalization of transformer networks to graphs
2020 · External reference
Benchmarking graph neural networks
2020 · External reference
Multi-grained attention network for aspect-level sentiment classification
2018 · External reference
Aspect-based sentiment analysis with attention-assisted graph and variational sentence representation
10.1016/j.knosys.2022.109975 · 2022 · External reference
CiteSeer: An automatic citation indexing system
1998 · External reference
Neural message passing for quantum chemistry
2017 · External reference
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
10.1016/j.neunet.2005.06.042 · 2005 · External reference
UWB at semeval-2016 task 5: Aspect based sentiment analysis
2016 · External reference
Mining and summarizing customer reviews
2004 · External reference
Open graph benchmark: Datasets for machine learning on graphs
2020 · External reference
Strategies for pre-training graph neural networks
2020 · External reference
A hybrid semantics and syntax-based graph convolutional network for aspect-level sentiment classification
10.1007/s12559-024-10367-0 · 2025 · External reference
Understanding isomorphism bias in graph data sets
2019 · External reference
Recurrent network expansion for class incremental learning
10.1109/tnnls.2025.3601373 · 2025 · External reference
Semi-supervised classification with graph convolutional networks
2017 · External reference
Rethinking graph transformers with spectral attention
2021 · External reference
Enhancing long-range dependency with state space model and kolmogorov-arnold networks for aspect-based sentiment analysis
2025 · External reference
Pseudo-riemannian graph transformer
2026 · External reference
Knowledge condensation distillation
2022 · External reference
GTP-4O: Modality-prompted heterogeneous graph learning for omni-modal biomedical representation
2024 · External reference
InfoBridge: Balanced multimodal integration through conditional dependency modeling
2025 · External reference
Vision-language model fine-tuning via simple parameter-efficient modification
2024 · External reference
Dual graph convolutional networks for aspect-based sentiment analysis
2021 · External reference
Dynamic clustering convolutional neural network
2025 · External reference
Unresolved reference
External reference
Unsupervised large-scale social network alignment via cross network embedding
2021 · External reference
10.18653/v1/2021.findings-acl.126
10.18653/v1/2021.findings-acl.126 · External reference
10.24963/ijcai.2024/240
10.24963/ijcai.2024/240 · External reference
10.24963/ijcai.2017/568
10.24963/ijcai.2017/568 · External reference
Automating the construction of internet portals with machine learning
10.1023/a:1009953814988 · 2000 · External reference
Graph neural networks exponentially lose expressive power for node classification
2020 · External reference
Aspect-based sentiment classification with aspect-specific hypergraph attention networks
10.1016/j.eswa.2024.123412 · 2024 · External reference
Semeval-2014 task 4: Aspect based sentiment analysis
2014 · External reference
Collective classification in network data
10.1609/aimag.v29i3.2157 · 2008 · External reference
Recipe for a general, powerful, scalable graph transformer
2022 · External reference
Unresolved reference
External reference
Masked label prediction: Unified message passing model for semi-supervised classification
2021 · External reference
Exphormer: Sparse transformers for graphs
2023 · External reference
Aspect-level sentiment analysis via convolution over dependency tree
2019 · External reference
Dependency graph enhanced dual-transformer structure for aspect-based sentiment classification
2020 · External reference
Graph learning with 1D convolutions on random walks
2021 · External reference
Attention is all you need
2017 · External reference
Graph attention networks
2018 · External reference
Comparison of descriptor spaces for chemical compound retrieval and classification
10.1007/s10115-007-0103-5 · 2008 · External reference
Relational graph attention network for aspect-based sentiment analysis
2020 · External reference
Improving aspect-based sentiment analysis with knowledge-aware dependency graph network
10.1016/j.inffus.2022.12.004 · 2023 · External reference
NodeFormer: A scalable graph structure learning transformer for node classification
10.52202/068431-1986 · 2022 · External reference
SGFormer: Simplifying and empowering transformers for large-graph representations
10.52202/075280-2826 · 2023 · External reference
Representing long-range context for graph neural networks with global attention
2021 · External reference
Global sentiment knowledge meets external commonsense: A gated GCN fusion for aspect-based sentiment analysis
2026 · External reference
Pseudo-Riemannian graph convolutional networks
10.52202/068431-0252 · 2022 · External reference
How powerful are graph neural networks?
2019 · External reference
Hypformer: Exploring efficient transformer fully in hyperbolic space
2024 · External reference
Graph convolutional networks for text classification
2019 · External reference
LGI-GT: Graph transformers with local and global operators interleaving
2023 · External reference
TextGT: A double-view graph transformer on text for aspect-based sentiment analysis
2024 · External reference
Do transformers really perform badly for graph representation?
2021 · External reference
Aspect-based sentiment classification with aspect-specific graph convolutional networks
2019 · External reference
Unresolved reference
External reference
Convolution over hierarchical syntactic and lexical graphs for aspect level sentiment analysis
2020 · External reference
SSEGCN: Syntactic and semantic enhanced graph convolutional network for aspect-based sentiment analysis
2022 · External reference
From stars to subgraphs: Uplifting any GNN with local structure awareness
2022 · External reference
Aspect-based sentiment analysis via dual residual networks with sentiment knowledge
10.1007/s11227-024-06546-3 · 2025 · External reference
Enhanced graph transformer: Multi-scale attention with heterophilous curriculum augmentation
10.1016/j.knosys.2024.112874 · 2025 · External reference
Comparison of descriptor spaces for chemical compound retrieval and classification
10.1007/s10115-007-0103-5 · ExternalCitation · doi-reference
Aspect-based sentiment analysis via dual residual networks with sentiment knowledge
10.1007/s11227-024-06546-3 · ExternalCitation · doi-reference
A hybrid semantics and syntax-based graph convolutional network for aspect-level sentiment classification
10.1007/s12559-024-10367-0 · ExternalCitation · doi-reference
Aspect-based sentiment classification with aspect-specific hypergraph attention networks
10.1016/j.eswa.2024.123412 · ExternalCitation · doi-reference
Improving aspect-based sentiment analysis with knowledge-aware dependency graph network
10.1016/j.inffus.2022.12.004 · ExternalCitation · doi-reference
Aspect-based sentiment analysis with attention-assisted graph and variational sentence representation
10.1016/j.knosys.2022.109975 · ExternalCitation · doi-reference
Aspect-specific parsimonious segmentation via attention-based graph convolutional network for aspect-based sentiment analysis
10.1016/j.knosys.2024.112169 · ExternalCitation · doi-reference
Enhanced graph transformer: Multi-scale attention with heterophilous curriculum augmentation
10.1016/j.knosys.2024.112874 · ExternalCitation · doi-reference
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
10.1016/j.neunet.2005.06.042 · ExternalCitation · doi-reference
Automating the construction of internet portals with machine learning
10.1023/a:1009953814988 · ExternalCitation · doi-reference
Recurrent network expansion for class incremental learning
10.1109/tnnls.2025.3601373 · ExternalCitation · doi-reference
Collective classification in network data
10.1609/aimag.v29i3.2157 · ExternalCitation · doi-reference
10.18653/v1/2021.findings-acl.126
10.18653/v1/2021.findings-acl.126 · ExternalCitation · doi-reference
10.18653/v1/d17-1047
10.18653/v1/d17-1047 · ExternalCitation · doi-reference
10.24963/ijcai.2017/568
10.24963/ijcai.2017/568 · ExternalCitation · doi-reference
10.24963/ijcai.2024/240
10.24963/ijcai.2024/240 · ExternalCitation · doi-reference
Pseudo-Riemannian graph convolutional networks
10.52202/068431-0252 · ExternalCitation · doi-reference
NodeFormer: A scalable graph structure learning transformer for node classification
10.52202/068431-1986 · ExternalCitation · doi-reference
SGFormer: Simplifying and empowering transformers for large-graph representations
10.52202/075280-2826 · ExternalCitation · doi-reference
