v5.9.0

NeuralPDE v5.9.0

Diff since v5.8.0

Merged pull requests:

• [WIP] Bayesian PINN solver for ODE (#692) (@AstitvaAggarwal)
• Fix ODEs system and add test (#714) (@KirillZubov)
• CompatHelper: add new compat entry for Functors at version 0.4, (keep existing compat) (#715) (@github-actions[bot])
• CompatHelper: add new compat entry for MCMCChains at version 6, (keep existing compat) (#716) (@github-actions[bot])
• CompatHelper: add new compat entry for LogDensityProblems at version 2, (keep existing compat) (#717) (@github-actions[bot])
• CompatHelper: add new compat entry for AdvancedHMC at version 0.5, (keep existing compat) (#718) (@github-actions[bot])
• Incorporating given points into training (#723) (@sdesai1287)
• [WIP] API for BNNODE (#724) (@AstitvaAggarwal)
• CompatHelper: bump compat for Optimisers to 0.3, (keep existing compat) (#726) (@github-actions[bot])
• Rename samples field of WeightedIntervalTraining to points and clean tstops_loss logic (#727) (@sathvikbhagavan)
• Bump actions/checkout from 3 to 4 (#730) (@dependabot[bot])
• CompatHelper: bump compat for ComponentArrays to 0.15, (keep existing compat) (#732) (@github-actions[bot])
• CompatHelper: add new compat entry for MonteCarloMeasurements at version 1, (keep existing compat) (#736) (@github-actions[bot])
• CompatHelper: bump compat for SciMLBase to 2, (keep existing compat) (#738) (@github-actions[bot])

Closed issues:

• Have a training strategy for PreDefined Points (#644)
• Bayesian Inference for NNODE (#682)
• Type issue in Julia v1.9 (#696)
• Adaptive reweighting or modify neural network to solve complex system. (#708)
• Issued with sin and cos function after update version of NeuralPDE (#710)
• API for BNNODE. (#719)
• one-dimensional heat equation (#720)