Daniil Cherniavskii
- Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts
2023/06/07 by Eduard Tulchinskii, Kristian Kuznetsov, Tulchinskii, Eduard +13 · 19 citations
Computer Science · Social Sciences · #68T50 #Algebraic Topology (math.AT) #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Learning Topology-Preserving Data Representations
2023/01/31 by Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii +3 · 1 voice · 2 citations
Computer Science · Mathematics · #cs.LG #cs.AI #math.AT #math.KT #math.SG
- Evaluating Newtonian Mechanics in Video Generative Models with Real Physical Systems
2025/04/03 by Antonios Tragoudaras, Chenyu Zhang, Zhang, Chenyu +17 · 12 citations
Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Multimodal Machine Learning Applications
- Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices
2023/08/22 by Elizaveta Kostenok, Kostenok, Elizaveta, Daniil Cherniavskii +3 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topological and Geometric Data Analysis
- Context-weighted Discrete Flow Matching
2026/07/23 by Daniil Cherniavskii, Daniel Severo, Karen Ullrich
#cs.LG