SciML/SciMLSensitivity.jl
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
JuliaNOASSERTION
Issues
- 2
Floating point error using `adjoint_sensitivities` when `tspan` includes 16f0
#1133 opened by jesseylin - 4
- 7
sensealg in solve is ignored
#1110 opened by daviehh - 0
Add try catch of Enzyme
#1129 opened by wsmoses - 2
Release latest `main` to allow Enzyme v0.13
#1122 opened by gdalle - 4
- 2
Neural SDE example fails on convert(::Type{Float64}, x::Tracker.TrackedReal{Float64})
#1109 opened by John-Boik - 4
Adding A New AD
#1105 opened by willtebbutt - 1
- 1
Consistency in sensealg arguments
#1088 opened by mschytt - 3
- 1
Reverse-mode AD for SDEs
#1084 opened by elgazzarr - 5
[Deprecation warnings] use `Base.getindex(A, :, i)` instead. & Change `A[i]` to `A.u[i]`
#960 opened by prbzrg - 2
issue with Zygote jacobian when accessing ODE solutions on the time dimension
#1102 opened by daviehh - 1
Depending on `OrdinaryDiffEq`?
#1095 opened by prbzrg - 4
AutoDiff for simple equation using ComponentArrays fails with certain `sensealg` options
#1091 opened by jClugstor - 2
- 5
Inconsistent gradient for toy adaptive ODE simulation
#1094 opened by frankschae - 1
SplitFunction w/ Zygote: UndefRefError
#1090 opened by JakobAsslaender - 3
Including callback in problem vs solve call changes gradient for ForwardDiffSensitivity
#1081 opened by m-bossart - 1
SciMLSensitivity 7.63 leads to scalar indexing on CUDA
#1077 opened by avik-pal - 1
- 5
GaussAdjoint support for DDEProblem
#1074 opened by m-bossart - 0
Rosenbrock Methods fail when using InterpolatingAdjoint with checkpointing
#1075 opened by m-bossart - 2
GaussAdjoint fails on a problem with discrete callbacks
#1072 opened by m-bossart - 2
Julia crashes when trying to optimize Graph NODE
#1070 opened by jarroyoe - 12
`BoundsError` for polyalgorithm
#1035 opened by prbzrg - 2
precompile fails with v7.60.0
#1058 opened by sjdaines - 6
train a neural network for Parameter Estimation of Ordinary Differential Equations
#1049 opened by yqlai1993 - 1
- 5
What would we need to become backend independent via using DifferentiationInterface?
#1040 opened by oxinabox - 1
- 0
ERROR: LoadError: MethodError: no method matching forwarddiffs_model_time(::Nothing)
#1027 opened by prbzrg - 1
Zygote gradient does not agree with finite difference
#1000 opened by dkweiss31 - 7
Lux branching
#997 opened by ArnoStrouwen - 1
Adjoint method docstrings
#1025 opened by ArnoStrouwen - 0
- 1
How to recitify the version compatibility error?
#991 opened by Spinachboul - 5
Failure to deploy docs
#990 opened by ArnoStrouwen - 2
- 0
Ensure solutions to ODE's and similar are differentiable with respect to `tspan` endpoint, `saveat` values, etc.
#1002 opened by ablaom - 0
Complex numbers handling for GaussAdjoint
#996 opened by ArnoStrouwen - 0
Nothing handling for GaussAdjoint
#995 opened by ArnoStrouwen - 0
Non-exact zero sensitivities for GaussAdjoint
#994 opened by ArnoStrouwen - 0
automatic_sensealg_choice for SDEProblem
#992 opened by ArnoStrouwen - 6
Tagbot broken?
#974 opened by staticfloat - 1
`MethodError` when solving `ODEForwardSensitivityProblem` with `autodiff=true` and `Rosenbrock23()`
#944 opened by topolarity - 2
- 1
New Release
#959 opened by staticfloat - 4
Fisher Information Matrix computation
#951 opened by TorkelE