awesome-graph-research-iclr2024
github.com/azminewasi/awesome-graph-research-iclr2024 ↗It is a comprehensive resource hub compiling all graph papers accepted at the International Conference on Learning Representations (ICLR) in 2024.
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HeterophilyGraph TransformerSpectral/Polynomial GNNPolyGCL: GRAPH CONTRASTIVE LEARNING via Learnable Spectral Polynomial FiltersShape-aware Graph Spectral LearningText-attributed GraphEquivariant GNNsTheory, Weisfeiler & Leman goGDiffusion-based generationA Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural NetworksProteinsProteins,Crystals and Material GenerationCausalityAnomaly DetectionLLMMore Collectons:
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Resources
LLM
- https://openreview.net/forum?id=5sjxMwWmk8Robust Angular Synchronization via Directed Graph Neural Networks
- https://openreview.net/pdf?id=hESD2NJFg8Label-free Node Classification on Graphs with Large Language Models (LLMs)
- https://openreview.net/pdf?id=IuXR1CCrSiTalk like a Graph: Encoding Graphs for Large Language Models
Proteins,Crystals and Material Generation
- https://openreview.net/pdf?id=0VBsoluxR2MOFDiff: Coarse-grained Diffusion for Metal-Organic Framework Design
- https://openreview.net/pdf?id=jkvZ7v4OmPSpace Group Constrained Crystal Generation
- https://openreview.net/pdf?id=wm4WlHoXpCScalable Diffusion for Materials Generation
Heterophily
- https://openreview.net/pdf?id=4Ua4hKiAJXLocality-Aware Graph Rewiring in GNNs
- https://openreview.net/pdf?id=Tj6Wcx7gVkProbabilistically Rewired Message-Passing Neural Networks
Anomaly Detection
- https://openreview.net/pdf?id=4UIBysXjVqRayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection
- https://openreview.net/pdf?id=CanomFZssuBoosting Graph Anomaly Detection with Adaptive Message Passing
Spectral/Polynomial GNN
- https://openreview.net/pdf?id=5RielfrDkPLearning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network
Graph Transformer
- https://openreview.net/pdf?id=AcSChDWL6VTransformers vs. Message Passing GNNs: Distinguished in Uniform
- https://openreview.net/pdf?id=hmv1LpNfXaPolynormer: Polynomial-Expressive Graph Transformer in Linear Time
- https://openreview.net/pdf?id=j4VMrwgn1MTraining Graph Transformers via Curriculum-Enhanced Attention Distillation
Showing a sample of 52 resources. View the full list on GitHub →