Natural Systems Simulation Lab's repositories
torch_DE_solver
Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs
fedot-examples
The repository contains examples for the AutoML framework FEDOT
itmo-nss-team.github.io
The informational page of the Natural Systems Simulation Lab
CEC_2023_knowledge
Repo for paper "Directed differential equation discovery using modified mutation and cross-over operators" accepted for IEEECEC 2023 conference presentation
DS2024_SDE
Code for paper Stochastic differential equation discovery using evolutionary approach submitted to Discovery Science 2024 conference
EPDE_GECCO_experiments
Repository for storage of experiments with EPDE for GECCO-2023 paper "Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discover" in form of data and scripts.
fedot-performance-improvement-benchmark
Repository for "Improvement of Computational Performance for Evolutionary AutoML in Heterogeneous Environment" paper
golem-examples
Examples of applications of GOLEM framework
scientific-seminars
The matherials for research seminars of NSS Lab
EPDE_automated_knowledge
Repo for paper "Knowledge-awared equation discovery with automated knowledge extraction"
EPDE_paper_experiments
Experiments and code examples on the comparison between EPDE and SINDy frameworks.
GEFEST_sound_detection_paper_experiments
The experimental studies devoted to GEFEST framework.
ice-concentration-prediction-paper
The repository for the paper devoted to the ice concentration time-spatial fields prediction using CNN, PDE discovering and solving and Bayesian networks
LANE-SI-AAAI23-workshop
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.
DAN_Mathematics2023_paper
Репозиторий научной статьи "О задаче устойчивого поиска дифференциальных уравнений" в рамках трека «AI Journey Science» 2023.
OL2A_2023_gd_with_sa_paper
Repository for "Interpretable Structural Analysis for Evolutionary Generative Design of Coastal Breakwaters" paper
TSC-paper_experiments
Experiments for "Evolutionary automated machine learning approach for time series classification" paper
DS2024_Active_Matter
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/)
fedot-multi-modal-paper
The repository devoted to the experimens with multi-modal AutoML.