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
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- 1
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AutoDiff for simple equation using ComponentArrays fails with certain `sensealg` options
#1091 opened by jClugstor - 5
Inconsistent gradient for toy adaptive ODE simulation
#1094 opened by frankschae - 1
Depending on `OrdinaryDiffEq`?
#1095 opened by prbzrg - 0
- 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 - 0
Consistency in sensealg arguments
#1088 opened by mschytt - 0
Reverse-mode AD for SDEs
#1084 opened by elgazzarr - 0
- 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
- 4
[Deprecation warnings] use `Base.getindex(A, :, i)` instead. & Change `A[i]` to `A.u[i]`
#960 opened by prbzrg - 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 - 0
Error with complex numbers
#938 opened by seadra - 2
- 1
New Release
#959 opened by staticfloat - 3
- 4
Fisher Information Matrix computation
#951 opened by TorkelE - 1
Overhead in 'Training a Neural Ordinary Differential Equation with Mini-Batching' example
#936 opened by wallscheid - 4
WARNING: Method definition overwritten
#927 opened by prbzrg - 5
High code complexity
#917 opened by linusheck - 8
- 10
- 4