Artem Babenko
- Revisiting Deep Learning Models for Tabular Data
2021/06/22 by Yury Gorishniy, Ivan Rubachev, Gorishniy, Yury +5 · 125 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- TabM: Advancing Tabular Deep Learning with Parameter-Efficient Ensembling
2024/10/31 by Yury Gorishniy, Gorishniy, Yury, Akim Kotelnikov +3 · 2 voices · 27 citations
Computer Science · #Handwritten Text Recognition Techniques #cs.LG
- Label-Efficient Semantic Segmentation with Diffusion Models
2021/12/06 by Dmitry Baranchuk, Ivan Rubachev, Baranchuk, Dmitry +7 · 50 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques #Domain Adaptation and Few-Shot Learning
- Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data
2019/09/13 by С. Б. Попов, Popov, Sergei, Stanislav Morozov +3 · 28 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Advanced Neural Network Applications
- On Embeddings for Numerical Features in Tabular Deep Learning
2022/03/10 by Yury Gorishniy, Ivan Rubachev, Gorishniy, Yury +3 · 31 citations
Engineering · Materials Science · Physics and Astronomy · #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks
- Extreme Compression of Large Language Models via Additive Quantization
2024/01/11 by Vage Egiazarian, Egiazarian, Vage, Andrei Panferov +9 · 38 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
- Revisiting the Inverted Indices for Billion-Scale Approximate Nearest\n Neighbors
2018/02/07 by Dmitry Baranchuk, Artem Babenko, Baranchuk, Dmitry +3 · 9 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Data Management and Algorithms #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
- Editable Neural Networks
2020/04/01 by Anton Sinitsin, Vsevolod Plokhotnyuk, Sinitsin, Anton +7 · 10 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Results of the NeurIPS'21 Challenge on Billion-Scale Approximate Nearest Neighbor Search
2022/05/08 by Harsha Vardhan Simhadri, George Williams, Simhadri, Harsha Vardhan +21 · 12 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Data Structures and Algorithms (cs.DS) #Databases (cs.DB) #FOS: Computer and information sciences #Face and Expression Recognition #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Performance (cs.PF)
- TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023
2023/07/26 by Yury Gorishniy, Ivan Rubachev, Gorishniy, Yury +9 · 17 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Unsupervised Discovery of Interpretable Directions in the GAN Latent Space
2020/02/10 by Andrey Voynov, Voynov, Andrey, Artem Babenko +1 · 9 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Speech Recognition and Synthesis
- Aggregating Deep Convolutional Features for Image Retrieval
2015/10/26 by Artem Babenko, Victor Lempitsky, Babenko, Artem +1 · 9 citations
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Remote-Sensing Image Classification
- Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
2022/09/13 by Oleg Platonov, Platonov, Oleg, Denis Kuznedelev +5 · 9 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)
- Object Segmentation Without Labels with Large-Scale Generative Models
2020/06/08 by Andrey Voynov, Stanislav Morozov, Voynov, Andrey +3 · 5 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Visual Attention and Saliency Detection
- Learning to Route in Similarity Graphs
2019/05/27 by Dmitry Baranchuk, Baranchuk, Dmitry, Dmitry Persiyanov +5 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Image and Video Retrieval Techniques #Caching and Content Delivery #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Distilling the Knowledge from Conditional Normalizing Flows
2021/06/24 by Dmitry Baranchuk, Baranchuk, Dmitry, Vladimir Aliev +3 · 1 citation
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #FOS: Computer and information sciences #Image and Signal Denoising Methods #Machine Learning (cs.LG)
- Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts
2023/02/27 by Gleb Bazhenov, Bazhenov, Gleb, Denis Kuznedelev +7 · 1 citation
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- YaART: Yet Another ART Rendering Technology
2024/04/08 by Sergey Kastryulin, Artem Konev, Kastryulin, Sergey +46 · 1 voice
Arts and Humanities · Computer Science · #Art, Technology, and Culture #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
- Is This Loss Informative? Faster Text-to-Image Customization by Tracking Objective Dynamics
2023/02/09 by Anton Voronov, Mikhail Khoroshikh, Voronov, Anton +5 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- Towards Real-time Text-driven Image Manipulation with Unconditional Diffusion Models
2023/04/10 by Nikita Starodubcev, Dmitry Baranchuk, Starodubcev, Nikita +5 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- 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
- Scale-wise Distillation of Diffusion Models
2025/03/20 by Nikita Starodubcev, Starodubcev, Nikita, Drobyshevskiy, Ilya +6 · 2 citations
Computer Science · #Neural Networks and Applications
- GraphPFN: A Prior-Data Fitted Graph Foundation Model
2025/09/25 by Dmitry Eremeev, Oleg Platonov, Eremeev, Dmitry +7 · 1 citation
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning in Healthcare