Bryan Perozzi
- Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025/07/07 by Gheorghe Comanici, Comanici, Gheorghe, Eric Bieber +6844 · 8 voices · 1360 citations
#cs.CL #cs.AI
- DeepWalk
2014/03/26 by Bryan Perozzi, Rami Al-Rfou, Steven Skiena · 2 voices · 115 citations
Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Natural Language Processing Techniques
- MixHop: Higher-Order Graph Convolutional Architectures via Sparsified\n Neighborhood Mixing
2019/04/30 by Sami Abu-El-Haija, Bryan Perozzi, Abu-El-Haija, Sami +13 · 29 citations
Computer Science · Health Professions · #Advanced Graph Neural Networks #Artificial Intelligence in Healthcare #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Social and Information Networks (cs.SI)
- Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks
2025/02/20 by Maya Bechler-Speicher, Ben Finkelshtein, Bechler-Speicher, Maya +23 · 5 voices · 13 citations
Computer Science · #cs.LG #cs.AI #cs.NE
- Graph Clustering with Graph Neural Networks
2020/06/30 by Anton Tsitsulin, Tsitsulin, Anton, John Palowitch +5 · 17 citations
Computer Science · Physics and Astronomy · Biochemistry, Genetics and Molecular Biology · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Bioinformatics and Genomic Networks
- Talk like a Graph: Encoding Graphs for Large Language Models
2023/10/06 by Bahare Fatemi, Fatemi, Bahare, Jonathan Halcrow +3 · 24 citations
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
2024/06/13 by Bahare Fatemi, Fatemi, Bahare, Mehran Kazemi +15 · 22 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
- Machine Learning on Graphs: A Model and Comprehensive Taxonomy
2020/05/07 by Ines Chami, Sami Abu-El-Haija, Chami, Ines +7 · 11 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) #Neural and Evolutionary Computing (cs.NE) #Social and Information Networks (cs.SI) #Topic Modeling
- Let Your Graph Do the Talking: Encoding Structured Data for LLMs
2024/02/08 by Bryan Perozzi, Perozzi, Bryan, Bahare Fatemi +11 · 18 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #I.2.6 #I.2.7 #I.5.1 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #Semantic Web and Ontologies #Social and Information Networks (cs.SI)
- Understanding Transformer Reasoning Capabilities via Graph Algorithms
2024/05/28 by Clayton Sanford, Sanford, Clayton, Bahare Fatemi +13 · 14 citations
Computer Science · #AI-based Problem Solving and Planning #Advanced Software Engineering Methodologies #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques
- N-GCN: Multi-scale Graph Convolution for Semi-supervised Node\n Classification
2018/02/24 by Sami Abu-El-Haija, Amol Kapoor, Abu-El-Haija, Sami +5 · 7 citations
Computer Science · Health Professions · #Advanced Graph Neural Networks #Artificial Intelligence in Healthcare
- Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights
2024/06/15 by Zhikai Chen, Chen, Zhikai, Haitao Mao +19 · 11 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cellular Automata and Applications #DNA and Biological Computing #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Don't Forget to Connect! Improving RAG with Graph-based Reranking
2024/05/28 by Jialin Dong, Dong, Jialin, Bahare Fatemi +7 · 9 citations
Computer Science · Engineering · #Context-Aware Activity Recognition Systems #Gaze Tracking and Assistive Technology #Robotics and Automated Systems
- Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data
2021/08/02 by Qi Zhu, Zhu, Qi, Natalia Ponomareva +5 · 4 citations
Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #Machine Learning and Algorithms
- Statistically Significant Detection of Linguistic Change
2014/11/12 by Vivek Kulkarni, Rami Al‐Rfou, Kulkarni, Vivek +5 · 2 citations
Computer Science · Social Sciences · #Authorship Attribution and Profiling #Computation and Language (cs.CL) #FOS: Computer and information sciences #H.3.3 #I.2.6 #Information Retrieval (cs.IR) #Language and cultural evolution #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks
2020/07/06 by Amol Kapoor, Kapoor, Amol, Xue Ben +11 · 5 citations
Medicine · Mathematics · Social Sciences · #Data-Driven Disease Surveillance #COVID-19 epidemiological studies #Human Mobility and Location-Based Analysis
- Synthetic Graph Generation to Benchmark Graph Learning
2022/04/04 by Anton Tsitsulin, Tsitsulin, Anton, Benedek Rózemberczki +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Graph Generative Model for Benchmarking Graph Neural Networks
2022/07/10 by Minji Yoon, Yue Wu, Yoon, Minji +7 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data
- Unsupervised Embedding Quality Evaluation
2023/05/26 by Anton Tsitsulin, Marina Munkhoeva, Tsitsulin, Anton +3 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and Data Classification #Digital Imaging for Blood Diseases
- Explaining and Adapting Graph Conditional Shift
2023/06/05 by Qi Zhu, Yizhu Jiao, Zhu, Qi +7 · 2 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Cognitive Science and Mapping
- Ties That Bind - Characterizing Classes by Attributes and Social Ties
2017/01/31 by Aria Rezaei, Rezaei, Aria, Bryan Perozzi +3 · 1 citation
Computer Science · Physics and Astronomy · #Complex Network Analysis Techniques #Computational Drug Discovery Methods #FOS: Computer and information sciences #FOS: Physical sciences #Information Retrieval (cs.IR) #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #Text and Document Classification Technologies
- MONET: Debiasing Graph Embeddings via the Metadata-Orthogonal Training Unit
2019/09/25 by John Palowitch, Palowitch, John, Bryan Perozzi +1 · 1 citation
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI) #Topic Modeling
- General Geospatial Inference with a Population Dynamics Foundation Model
2024/11/11 by Mohit Agarwal, Mimi Sun, Agarwal, Mohit +65 · 1 voice · 1 citation
#cs.LG #cs.CY
- Best of Both Worlds: Advantages of Hybrid Graph Sequence Models
2024/11/23 by Ali Behrouz, Ali Parviz, Behrouz, Ali +9 · 1 voice · 1 citation
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)