SciML/DiffEqFlux.jl

Implement Local Regularization of Neural DEs in DiffEqFlux

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#817 opened on Mar 6, 2023

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good first issue

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Description

Here's the current implementation -- https://github.com/avik-pal/LocalRegNeuralDE.jl, which is not super user-friendly (and is unlikely that I will register it). All we need to do is:

Contributor guide

Research direction
Implement perform step for ODE solver (Tsit5) and SDE solver (EulerHeun), and add dispatches for neural DE layers. Refer to existing implementation in LocalRegNeuralDE.jl.
Tech stack
None
Domain
backend
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Clear
Prerequisites
JuliaDifferentialEquations
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
40