Skip to content

@ITMO-NSS-team Natural Systems Simulation Lab

Change the repository type filter

All

    Repositories list

    73 repositories

    • CoScientist

      Public
      Framework for scientific llm-based multi-agent systems
      Python
      •1•5•32•4•Updated Aug 14, 2025Aug 14, 2025

    • torch_DE_solver

      Public
      Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs
      differential-equationsnumerical-methodsequation-solver
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •10•61•4•0•Updated Aug 14, 2025Aug 14, 2025

    • RECMAN_recsys2025

      Public
      This repository contains the source code to reproduce the experiments from the paper 'Learning Geometry-Aware Recommender Systems with Manifold Regularization' (accepted at RecSys 2025)
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •0•4•0•0•Updated Aug 11, 2025Aug 11, 2025

    • DS2025_diff

      Public
      Benchmarks robust equation discovery from noisy data via synthetic ODE/PDE datasets and automated method comparison
      symbolic-regressionpdeequation-discovery
      Jupyter Notebook
      •
      MIT License
      •1•3•0•0•Updated Aug 10, 2025Aug 10, 2025

    • microalgae_conc

      Public
      This repo contains the code and materials for article "Low-cost Microalgae Cell Concentration Estimation in Hydrochemistry Applications Using Computer Vision"
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1•4•0•0•Updated Aug 6, 2025Aug 6, 2025

    • OOD_Tab_Evaluation

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Aug 5, 2025Aug 5, 2025

    • Air-quality-AutoMLs

      Public
      Automates PM10 air quality forecasting in urban environments using different AutoML pipelines for improved accuracy
      air-qualityautoml
      Jupyter Notebook
      •
      MIT License
      •1•2•0•0•Updated Jul 30, 2025Jul 30, 2025

    • EPDE

      Public
      EPDE - partial differential equations discovery framework
      differential-equationsautomated-modellingequation-discovery
      Python
      •
      Other
      •5•63•10•2•Updated Jul 29, 2025Jul 29, 2025

    • DS2025_Ensembles

      Public
      Code for paper On an impact of conditional distribution in discovered differential equation ensembles submitted to Discovery Science 2025 conference
      Jupyter Notebook
      •
      BSD 3-Clause "New" or "Revised" License
      •0•0•0•0•Updated Jun 11, 2025Jun 11, 2025

    • scientific-seminars

      Public
      The matherials for research seminars of NSS Lab
      researchseminars
      2•5•0•0•Updated May 5, 2025May 5, 2025

    • itmo-nss-team.github.io

      Public
      The informational page of the Natural Systems Simulation Lab
      HTML
      •
      MIT License
      •1•4•66•0•Updated Apr 23, 2025Apr 23, 2025

    • IJCNN2025_periodicity

      Public
      This repo contains code and supplementary materials for paper "Towards importance of periodicity estimation in long-term spatio-temporal data prediction" presented on IJCNN 2025
      Python
      •1•6•0•1•Updated Apr 7, 2025Apr 7, 2025

    • MetaSelect

      Public
      Jupyter Notebook
      •1•6•0•0•Updated Mar 20, 2025Mar 20, 2025

    • RockBurst.AI

      Public
      Composite models for rockburst forecasting.
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1•5•0•0•Updated Feb 27, 2025Feb 27, 2025

    • llm-agents-for-smartcities-paper

      Public
      Code and data for "LLM Agents for Smart City Management: Enhancing Decision Support through Multi-Agent AI Systems"
      Python
      •6•8•0•0•Updated Feb 19, 2025Feb 19, 2025

    • pytsbe

      Public
      Tool for benchmarking automated time series forecasting algorithms
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •2•35•9•1•Updated Feb 6, 2025Feb 6, 2025

    • sea_ice_transformers

      Public
      This repository contains code for the research of transformer effectiveness for spatio-temporal forecasting task in comparison with 3d and 2d CNN models. The experiments was set up for sea ice concentration long-term prediction in Arctic seas.
      Python
      •1•4•0•1•Updated Jan 29, 2025Jan 29, 2025

    • ROBUST_EPDE

      Public
      Program complex for robust training of models in the form of differential equations.
      Python
      •
      MIT License
      •0•1•0•0•Updated Dec 13, 2024Dec 13, 2024

    • GAMLET

      Public
      Framework for meta-optimisation in AutoML tasks
      automlmeta-learningfedot
      Jupyter Notebook
      •
      BSD 3-Clause "New" or "Revised" License
      •0•38•18•7•Updated Nov 25, 2024Nov 25, 2024

    • DS2024_Active_Matter

      Public
      Repository of the research article "Differential equation discovery of robotic swarm as active matter" in the 27th International Conference on Discovery Science 2024 (http://ds2024.isti.cnr.it/)
      HTML
      •0•2•0•0•Updated Sep 11, 2024Sep 11, 2024

    • EPDE_CTRL

      Public
      Framework for PINN-based reinforcement learning, where the environment is substituted with equation-based model.
      Python
      •
      MIT License
      •0•3•0•0•Updated Sep 2, 2024Sep 2, 2024

    • nas-fedot

      Public
      The implementation of the Neural Architecture Search based at the Fedot framework
      Jupyter Notebook
      •
      BSD 3-Clause "New" or "Revised" License
      •5•33•0•0•Updated Aug 12, 2024Aug 12, 2024

    • SynthBenchmark

      Public
      0•0•0•0•Updated Aug 12, 2024Aug 12, 2024

    • fedot-multi-modal-paper

      Public
      The repository devoted to the experimens with multi-modal AutoML.
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1•1•0•0•Updated Jun 30, 2024Jun 30, 2024

    • EPDE_automated_knowledge

      Public
      Repo for paper "Knowledge-awared equation discovery with automated knowledge extraction"
      Python
      •0•2•0•0•Updated Jun 20, 2024Jun 20, 2024

    • .github

      Public
      0•0•0•0•Updated May 15, 2024May 15, 2024

    • GEFEST_sound_detection_paper_experiments

      Public
      The experimental studies devoted to GEFEST framework.
      0•2•0•0•Updated May 6, 2024May 6, 2024

    • aaai24_auto_topo

      Public
      Python
      •0•2•0•0•Updated Dec 31, 2023Dec 31, 2023

    • fedot-examples

      Public
      The repository contains examples for the AutoML framework FEDOT
      examplesautomlnotebook-jupyterfedot
      Jupyter Notebook
      •14•51•2•0•Updated Dec 27, 2023Dec 27, 2023

    • LANE-SI-AAAI23-workshop

      Public
      The repository for the workshop paper devoted to the ice concentration time-spatial fields prediction using LANE-SI (Lightweight Automated Neural Ensembling for Sea Ice) that uses ensemble of relatively simple deep learning models with different loss functions.
      Python
      •0•2•0•0•Updated Dec 18, 2023Dec 18, 2023