• Stars
    star
    2
  • Language
    Python
  • Created about 1 year ago
  • Updated 6 months ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Repo for paper "Knowledge-awared equation discovery with automated knowledge extraction"

More Repositories

1

EPDE

EPDE - partial differential equations discovery framework
Python
59
star
2

torch_DE_solver

Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs
Python
59
star
3

fedot-examples

The repository contains examples for the AutoML framework FEDOT
Jupyter Notebook
48
star
4

GAMLET

Framework for meta-optimisation in AutoML tasks
Jupyter Notebook
37
star
5

pytsbe

Tool for benchmarking automated time series forecasting algorithms
Python
34
star
6

nas-fedot

The implementation of the Neural Architecture Search based at the Fedot framework
Jupyter Notebook
32
star
7

meteotik

Module for processing reanalysis grids and comparative analysis of time series with meteorological parameters
Python
21
star
8

oil-field-modelling

The toolbox for the oil fields modelling and analysis (oil forecasting, seismic slices classification, etc)
Jupyter Notebook
21
star
9

fedot_electro_ts_case

The sources of the time-series forecasting real-world case with FEDOT.
Jupyter Notebook
19
star
10

emergency_datahack_nss

The repository contains the data of the NSS lab team for the hackathon "Emergency DataHack"
Jupyter Notebook
17
star
11

FEDOT.Algs

The realisations and examples of algorithms from FEDOT framework
Jupyter Notebook
13
star
12

AutoSWAN

The toolbox for the automated creation of the SWAN wind wave model configurations
Python
12
star
13

composite-flood-forecast

Code for paper "Short-term River Flood Forecasting using Composite Models and Automated Machine Learning: the Case Study of Lena River"
Python
11
star
14

AgroCode-Hack-2022

The repository contains the data of the NSS lab team for the hackathon "AgroCode Hack 2022". The task was to analyze cow treatment data and to find the most ineffective treatment protocols.
Jupyter Notebook
11
star
15

automl-crash-test

A repository with a table that not every framework can deal with
Python
10
star
16

Fedot-TS-Benchmark

Benchmarking Fedot on timeseries forecasting tasks
Jupyter Notebook
8
star
17

LightObjRecEnsembler

The prototype of NAS tool for the object recognition tasks
Jupyter Notebook
7
star
18

neural_ode_paper

Code for paper "On choice of linear neural ODE representation for time-series learning" (under construction)
Python
6
star
19

FEDOT-benchmarks

Comparison tool for the state-of-the-art AutoML frameworks
Python
5
star
20

GEFEST-paper-experiments

The experimental studies devoted to GEFEST framework
Makefile
5
star
21

itmo-nss-team.github.io

The informational page of the Natural Systems Simulation Lab
HTML
5
star
22

ProtoLLM

Framework for prototyping of LLM-bases applications
4
star
23

scientific-seminars

The matherials for research seminars of NSS Lab
4
star
24

cell-trap-design

The generative design for the structure of dissociated cell trap
Python
4
star
25

algebrfun

Jupyter Notebook
4
star
26

breakwaters-evolutionary-optimisation

The repository of the software system for the multi-objective optimisation of breakwaters using an evolutionary approach and numerical wind wave simulation
Python
4
star
27

rbc-traps-generative-design

The generative design for single red clood cell hydrodynamic traps using GEFEST framework
Python
4
star
28

senne

Algorithm for spatial segmentation neural networks ensembling
Python
4
star
29

FEDOT.Miscellaneous

Various info about FEDOT framework
JavaScript
4
star
30

fedot-operations-integration

The repository contains the wrappers to launch FEDOT framework. The main goal: to compare the effectiveness of the implemented operations
Python
4
star
31

data-driven-Floquet

Code for the paper "Data-driven approach for the Floquet propagator inverse problem solution"
Python
4
star
32

SynthGenerator

Python
3
star
33

EPDE_paper_experiments

Experiments and code examples on the comparison between EPDE and SINDy frameworks.
Python
3
star
34

fedot-performance-improvement-benchmark

Repository for "Improvement of Computational Performance for Evolutionary AutoML in Heterogeneous Environment" paper
Python
3
star
35

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.
Python
3
star
36

CEC_2023_knowledge

Repo for paper "Directed differential equation discovery using modified mutation and cross-over operators" accepted for IEEECEC 2023 conference presentation
Python
3
star
37

Epidemic_AutoML

Jupyter Notebook
3
star
38

KLR2023_paper

Jupyter Notebook
3
star
39

golem-examples

Examples of applications of GOLEM framework
Jupyter Notebook
3
star
40

AIRI-hack

The repository contains the data of the NSS lab team for the hackathon "AIRI Molhack 2022". The task was to predict molecular energy using various molecular data.
Jupyter Notebook
3
star
41

DS2024_SDE

Code for paper Stochastic differential equation discovery using evolutionary approach submitted to Discovery Science 2024 conference
Jupyter Notebook
3
star
42

RockBurst.AI

Composite models for rockburst forecasting.
Python
2
star
43

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.
Python
2
star
44

DynamicModelDesign

Library for dynamic data-driven identification for supercomputer implementation of composite models under uncertainty
Python
2
star
45

aaai24_auto_topo

Python
2
star
46

Mosaic_develop

{Work in progress} - Mosaic genereator for datasets. Works without any cuts or losses.
Python
2
star
47

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
Jupyter Notebook
2
star
48

GEFEST_sound_detection_paper_experiments

The experimental studies devoted to GEFEST framework.
2
star
49

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/)
HTML
2
star
50

hybrid-modelling-paper

The repository for the paper devoted to the hybrid modeling of environmental processes using composite models
Jupyter Notebook
2
star
51

EPDE_CTRL

Framework for PINN-based reinforcement learning, where the environment is substituted with equation-based model.
Python
1
star
52

MDPI_SDE

A repository for Algorithm of stochastic differential equation discovery with evolutionary approach submitted to Algorithms MDPI jounral
Jupyter Notebook
1
star
53

OL2A_2023_gd_with_sa_paper

Repository for "Interpretable Structural Analysis for Evolutionary Generative Design of Coastal Breakwaters" paper
Jupyter Notebook
1
star
54

TSC-paper_experiments

Experiments for "Evolutionary automated machine learning approach for time series classification" paper
Python
1
star
55

Solver-paper-for-AI4S

Python
1
star
56

DAN_Mathematics2023_paper

Репозиторий научной статьи "О задаче устойчивого поиска дифференциальных уравнений" в рамках трека «AI Journey Science» 2023.
Jupyter Notebook
1
star