Cover Image

Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lu, Kangkang, Yu, Yanhua, Fei, Hao, Li, Xuan, Yang, Zixuan, Guo, Zirui, Liang, Meiyu, Yin, Mengran, Chua, Tat-Seng
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Social and Information Networks
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Enhancing Spectral Graph Neural Networks with LLM-Predicted Homophily
by: Lu, Kangkang, et al.
Published: (2025)

Addressing Graph Heterogeneity and Heterophily from A Spectral Perspective
by: Lu, Kangkang, et al.
Published: (2024)

Universal Scene Graph Generation
by: Wu, Shengqiong, et al.
Published: (2025)

Understanding Long Videos via LLM-Powered Entity Relation Graphs
by: Chu, Meng, et al.
Published: (2025)

On the Expressive Power of Spectral Invariant Graph Neural Networks
by: Zhang, Bohang, et al.
Published: (2024)

Learning to Ask Critical Questions for Assisting Product Search
by: Li, Zixuan, et al.
Published: (2024)

GraphEdit: Large Language Models for Graph Structure Learning
by: Guo, Zirui, et al.
Published: (2024)

LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph
by: Ao, Tu, et al.
Published: (2025)

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models
by: Bai, Long, et al.
Published: (2025)

Contrastive Pre-training for Deep Session Data Understanding
by: Li, Zixuan, et al.
Published: (2024)

On the Expressive Power of Graph Neural Networks
by: Nalwade, Ashwin, et al.
Published: (2024)

XNLP: An Interactive Demonstration System for Universal Structured NLP
by: Fei, Hao, et al.
Published: (2023)

A Survey on Neural Question Generation: Methods, Applications, and Prospects
by: Guo, Shasha, et al.
Published: (2024)

Compose Your Aesthetics: Empowering Text-to-Image Models with the Principles of Art
by: Jin, Zhe, et al.
Published: (2025)

Homomorphism Expressivity of Spectral Invariant Graph Neural Networks
by: Gai, Jingchu, et al.
Published: (2025)

On the Expressive Power of Geometric Graph Neural Networks
by: Joshi, Chaitanya K., et al.
Published: (2023)

Expressive Power of Graph Neural Networks for (Mixed-Integer) Quadratic Programs
by: Chen, Ziang, et al.
Published: (2024)

3D-TAFS: A Training-free Framework for 3D Affordance Segmentation
by: Chu, Meng, et al.
Published: (2024)

The Expressive Power of Graph Neural Networks: A Survey
by: Zhang, Bingxu, et al.
Published: (2023)

NExT-GPT: Any-to-Any Multimodal LLM
by: Wu, Shengqiong, et al.
Published: (2023)

Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing
by: Fei, Hao, et al.
Published: (2024)

Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs
by: Fei, Hao, et al.
Published: (2023)

Towards Expressive Spectral-Temporal Graph Neural Networks for Time Series Forecasting
by: Jin, Ming, et al.
Published: (2023)

On the Expressive Power of Subgraph Graph Neural Networks for Graphs with Bounded Cycles
by: Chen, Ziang, et al.
Published: (2025)

LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation
by: He, Yingzhi, et al.
Published: (2025)

UniFGVC: Universal Training-Free Few-Shot Fine-Grained Vision Classification via Attribute-Aware Multimodal Retrieval
by: Guo, Hongyu, et al.
Published: (2025)

STYLE: Improving Domain Transferability of Asking Clarification Questions in Large Language Model Powered Conversational Agents
by: Chen, Yue, et al.
Published: (2024)

MASKDROID: Robust Android Malware Detection with Masked Graph Representations
by: Zheng, Jingnan, et al.
Published: (2024)

MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter
by: Liu, Zhiyuan, et al.
Published: (2023)

Enhancing Video-Language Representations with Structural Spatio-Temporal Alignment
by: Fei, Hao, et al.
Published: (2024)

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
by: Deng, Yang, et al.
Published: (2023)

A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning
by: Zheng, Changmeng, et al.
Published: (2024)

Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model
by: Chang, He, et al.
Published: (2025)

Towards Goal-oriented Intelligent Tutoring Systems in Online Education
by: Deng, Yang, et al.
Published: (2023)

Disentangling Masked Autoencoders for Unsupervised Domain Generalization
by: Zhang, An, et al.
Published: (2024)

Towards Dynamic Graph Neural Networks with Provably High-Order Expressive Power
by: Wang, Zhe, et al.
Published: (2024)

Ask-before-Plan: Proactive Language Agents for Real-World Planning
by: Zhang, Xuan, et al.
Published: (2024)

ProtT3: Protein-to-Text Generation for Text-based Protein Understanding
by: Liu, Zhiyuan, et al.
Published: (2024)

Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning
by: Wu, Shengqiong, et al.
Published: (2024)

Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical Graphs
by: Zhu, Fengbin, et al.
Published: (2023)