Shumaylov, Zakhar
- Dynamic / ME-JEPA v2.0.0-rc1: Audited World-Model Runtime and Verified Training-Corpus Artifact
Recursive training on model-generated data causes generative models to lose information about rare events and eventually collapse into inaccurate outputs.
2023/05/27 by Ilia Shumailov, Zakhar Shumaylov, Shumailov, Ilia +9 · 59 voices · 63 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Computational Physics and Python Applications
- Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation
2024/02/01 by Zakhar Shumaylov, Jeremy Budd, Shumaylov, Zakhar +5 · 9 citations
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical methods in inverse problems #Optimization and Control (math.OC) #Optimization and Variational Analysis
- Learned convex regularizers for inverse problems
2020/08/06 by Subhadip Mukherjee, Mukherjee, Subhadip, Sören Dittmer +9 · 6 citations
Engineering · Medicine · #Advanced X-ray and CT Imaging #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques
- Manipulating SGD with Data Ordering Attacks
2021/04/19 by Shumailov, Ilia, Shumaylov, Zakhar, Kazhdan, Dmitry +4 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
2024/10/03 by Zakhar Shumaylov, Shumaylov, Zakhar, Peter Zaika +9 · 5 citations
Chemistry · Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Molecular spectroscopy and chirality #Neural Networks and Applications #Numerical Analysis (math.NA)
- Benchmarking learned algorithms for computed tomography image reconstruction tasks
2024/12/11 by Maximilian B. Kiss, Ander Biguri, Kiss, Maximilian B. +11 · 2 citations
Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Reservoir Engineering and Simulation Methods #electronic engineering #information engineering
- Score-based Pullback Riemannian Geometry: Extracting the Data Manifold Geometry using Anisotropic Flows
2024/10/02 by Willem Diepeveen, Diepeveen, Willem, Georgios Batzolis +5 · 1 citation
Computer Science · Engineering · Mathematics · #3D Shape Modeling and Analysis #Differential Geometry (math.DG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Morphological variations and asymmetry #Topological and Geometric Data Analysis
- Learning Regularization Functionals for Inverse Problems: A Comparative Study
2025/10/02 by Hertrich, Johannes, Wong, Hok Shing, Denker, Alexander +16 · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Symplectic Neural Flows for Modeling and Discovery
2024/12/21 by Priscilla Canizares, Canizares, Priscilla, Davide Murari +7 · 1 citation
Computer Science · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Neural Networks and Applications
- Provably Convergent Data-Driven Convex-Nonconvex Regularization
2023/10/09 by Shumaylov, Zakhar, Budd, Jeremy, Mukherjee, Subhadip +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Generalized Lie Symmetries in Physics-Informed Neural Operators
2025/02/01 by Wang, Amy Xiang, Zakhar Shumaylov, Peter Zaika +6 · 1 citation
Chemistry · Physics and Astronomy · Earth and Planetary Sciences · #Molecular spectroscopy and chirality #Nonlinear Waves and Solitons #Seismic Imaging and Inversion Techniques