Iakovlev, Valerii
- Learning continuous-time PDEs from sparse data with graph neural networks
2020/06/16 by Valerii Iakovlev, Markus Heinonen, Iakovlev, Valerii +3 · 4 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Modeling and Simulation Systems
- E(3)-equivariant models cannot learn chirality: Field-based molecular generation
2024/02/24 by Alexandru Dumitrescu, Dumitrescu, Alexandru, Dani Korpela +11 · 4 citations
Engineering · #Molecular Communication and Nanonetworks #Molecular Junctions and Nanostructures #Nanotechnology research and applications
- Latent Neural ODEs with Sparse Bayesian Multiple Shooting
2022/10/07 by Valerii Iakovlev, Çağatay Yıldız, Iakovlev, Valerii +5 · 1 citation
Computer Science · #Human Pose and Action Recognition #Time Series Analysis and Forecasting #Anomaly Detection Techniques and Applications
- Learning Spatiotemporal Dynamical Systems from Point Process Observations
2024/06/01 by Valerii Iakovlev, Harri Lähdesmäki, Iakovlev, Valerii +1 · 1 citation
Biochemistry, Genetics and Molecular Biology · #Diffusion and Search Dynamics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)