Platonov, Oleg

1. A critical look at the evaluation of GNNs under heterophily: Are we really making progress?
   2023/02/22 by Platonov, Oleg, Kuznedelev, Denis, Diskin, Michael +2 · 50 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
   2022/09/13 by Oleg Platonov, Platonov, Oleg, Denis Kuznedelev +5 · 8 citations
   Computer Science · #Advanced Graph Neural Networks #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Probability (math.PR) #Recommender Systems and Techniques #Social and Information Networks (cs.SI)
3. Turning Tabular Foundation Models into Graph Foundation Models
   2025/08/28 by Dmitry Eremeev, Gleb Bazhenov, Eremeev, Dmitry +7 · 6 citations
   Computer Science · #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Semantic Web and Ontologies
4. GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data
   2024/09/22 by Gleb Bazhenov, Oleg Platonov, Bazhenov, Gleb +3 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies