Neil Shah
- LLaGA: Large Language and Graph Assistant
2024/02/13 by Runjin Chen, Tong Zhao, Chen, Runjin +6 · 32 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Semantic Web and Ontologies
- Retrieval-Augmented Generation with Graphs (GraphRAG)
2024/12/31 by Haoyu Han, Yu Wang, Han, Haoyu +32 · 38 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Machine Learning and Algorithms #DNA and Biological Computing
- Data Augmentation for Graph Neural Networks
2020/06/11 by Tong Zhao, Zhao, Tong, Yozen Liu +9 · 11 citations
Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM
- From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness
2021/10/07 by Lingxiao Zhao, Zhao, Lingxiao, Wei Jin +5 · 11 citations
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Is Homophily a Necessity for Graph Neural Networks?
2021/06/11 by Yao Ma, Xiaorui Liu, Ma, Yao +5 · 10 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Recommender Systems and Techniques
- Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking
2023/06/18 by Juanhui Li, Harry Shomer, Li, Juanhui +13 · 10 citations
Computer Science · Physics and Astronomy · Biochemistry, Genetics and Molecular Biology · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Bioinformatics and Genomic Networks
- Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation
2021/10/17 by Shichang Zhang, Yozen Liu, Zhang, Shichang +5 · 7 citations
Computer Science · Engineering · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG)
- Graph Condensation for Graph Neural Networks
2021/10/14 by Wei Jin, Jin, Wei, Lingxiao Zhao +9 · 6 citations
Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Graph Theory and Algorithms
- GraphPatcher: Mitigating Degree Bias for Graph Neural Networks via Test-time Augmentation
2023/10/01 by Mingxuan Ju, Tong Zhao, Ju, Mingxuan +7 · 7 citations
Computer Science · Neuroscience · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games
2022/01/28 by Shichang Zhang, Yozen Liu, Zhang, Shichang +5 · 4 citations
Computer Science · Materials Science · #Advanced Graph Neural Networks #Explainable Artificial Intelligence (XAI) #Machine Learning in Materials Science
- Sketch-Based Anomaly Detection in Streaming Graphs
2021/06/08 by Siddharth Bhatia, Bhatia, Siddharth, Mohit Wadhwa +9 · 3 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
- Link Prediction with Non-Contrastive Learning
2022/11/25 by William Shiao, Shiao, William, Zhichun Guo +9 · 3 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques #Social and Information Networks (cs.SI)
- A Practical, Progressively-Expressive GNN
2022/10/18 by Lingxiao Zhao, Zhao, Lingxiao, Louis Härtel +5 · 3 citations
Computer Science · Materials Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning in Materials Science
- Semi-supervised Content-based Detection of Misinformation via Tensor\n Embeddings
2018/04/24 by Gisel Bastidas Guacho, Sara Abdali, Guacho, Gisel Bastidas +5 · 2 citations
Computer Science · Social Sciences · #Applications (stat.AP) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Misinformation and Its Impacts #Social and Information Networks (cs.SI) #Spam and Phishing Detection #Topic Modeling
- Mosaic of Modalities: A Comprehensive Benchmark for Multimodal Graph Learning
2024/06/24 by Jing Zhu, Yuhang Zhou, Zhu, Jing +11 · 3 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies
- MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization
2022/09/30 by Xiaotian Han, Tong Zhao, Han, Xiaotian +7 · 2 citations
Computer Science · Engineering · Materials Science · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Social and Information Networks (cs.SI)
- Spotting Suspicious Link Behavior with fBox: An Adversarial Perspective
2014/10/15 by Neil Shah, Shah, Neil, Alex Beutel +5 · 1 citation
Computer Science · #Advanced Malware Detection Techniques #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Social and Information Networks (cs.SI) #Spam and Phishing Detection
- Enhancing Item Tokenization for Generative Recommendation through Self-Improvement
2024/12/22 by Runjin Chen, Chen, Runjin, Mingxuan Ju +16 · 5 citations
Computer Science · #Recommender Systems and Techniques #Topic Modeling #Intelligent Tutoring Systems and Adaptive Learning
- Imbalanced Graph Classification via Graph-of-Graph Neural Networks
2021/12/01 by Yu Wang, Yuying Zhao, Wang, Yu +5 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Computational Drug Discovery Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Graph Transformers for Large Graphs
2023/12/18 by Vijay Prakash Dwivedi, Dwivedi, Vijay Prakash, Yozen Liu +9 · 1 citation
Computer Science · Engineering · #Advanced Graph Neural Networks #Recommender Systems and Techniques #Smart Cities and Technologies
- Towards Neural Scaling Laws on Graphs
2024/02/03 by Jingzhe Liu, Haitao Mao, Liu, Jingzhe +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- Improving Out-of-Vocabulary Handling in Recommendation Systems
2024/03/27 by William Shiao, Shiao, William, Mingxuan Ju +13 · 1 citation
Computer Science · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Multimodal Machine Learning Applications #Recommender Systems and Techniques #Topic Modeling
- On the Role of Weight Decay in Collaborative Filtering: A Popularity Perspective
2025/05/16 by Donald Loveland, Loveland, Donald, Mingxuan Ju +7 · 3 citations
Computer Science · #Recommender Systems and Techniques #Advanced Graph Neural Networks #Mobile Crowdsensing and Crowdsourcing
- GraphHash: Graph Clustering Enables Parameter Efficiency in Recommender Systems
2024/12/23 by Xinyi Wu, Wu, Xinyi, Donald Loveland +17 · 1 citation
Computer Science · Physics and Astronomy · #Recommender Systems and Techniques #Advanced Graph Neural Networks #Complex Network Analysis Techniques
- Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics
2025/03/30 by Jing Zhu, Mingxuan Ju, Zhu, Jing +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques #Topic Modeling
- Beyond Fixed Depths and Widths: Optimizing Textual Decoding Tries in LLM-based Generative Recommendation
2026/07/18 by Jingzhe Liu, Hanbing Wang, Jiliang Tang +4
#cs.IR