Barannikov, Serguei
- Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts
2023/06/07 by Eduard Tulchinskii, Tulchinskii, Eduard, Kristian Kuznetsov +13 · 16 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
- AI-generated text boundary detection with RoFT
2023/11/14 by Laida Kushnareva, Kushnareva, Laida, Tatiana Gaintseva +15 · 6 citations
Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Robust AI-Generated Text Detection by Restricted Embeddings
2024/10/10 by Kristian Kuznetsov, Eduard Tulchinskii, Kuznetsov, Kristian +11 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Theory (cs.IT) #Natural Language Processing Techniques #Text and Document Classification Technologies
- Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders
2025/03/05 by Kristian Kuznetsov, Kuznetsov, Kristian, Laida Kushnareva +13 · 5 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Topic Modeling
- Loss Barcode: A Topological Measure of Escapability in Loss Landscapes
2020/12/31 by Serguei Barannikov, Barannikov, Serguei, Daria Voronkova +11 · 1 voice
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Human Pose and Action Recognition #Information Theory (cs.IT) #Machine Learning (cs.LG) #Topological and Geometric Data Analysis #cs.AI #cs.IT #cs.LG #math.DS
- Listening to the Wise Few: Select-and-Copy Attention Heads for Multiple-Choice QA
2024/10/03 by Tulchinskii, Eduard, Kushnareva, Laida, Kuznetsov, Kristian +5 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Improving Interpretability and Robustness for the Detection of AI-Generated Images
2024/06/21 by Tatiana Gaintseva, Laida Kushnareva, Gaintseva, Tatiana +13 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- Hallucination Detection in LLMs with Topological Divergence on Attention Graphs
2025/04/14 by Bazarova, Alexandra, Yugay, Aleksandr, Shulga, Andrey +10 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks
2025/03/14 by Eduard Tulchinskii, Daria Voronkova, Tulchinskii, Eduard +7 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Symplectic Geometry (math.SG) #Topological and Geometric Data Analysis