Julia-XAI/ExplainableAI.jl: v0.7.0

ExplainableAI v0.7.0

Diff since v0.6.3

This release moves the core interface (Explanation, heatmap, analyze) into a separate package called XAIBase.jl. Developers can make use of the XAIBase.jl interface to quickly implement or prototype new methods without having to write boilerplate code.

As announced with version v0.6.2, this is first release without LRP, which has been moved to a separate package called RelevancePropagation.jl. This separation is enabled by the new common XAIBase.jl interface.

Notable changes

• Move core interface into XAIBase.jl package (#154).
  • Renamed Explanation field neuron_selection to output_selection
  • Added Explanation field heatmap for heatmapping presets
• Move LRP into RelevancePropagation.jl (#157)
• Remove ImageNet preprocessing utilities (#159)
• Partially move documentation into the Julia-XAI ecosystem documentation

Merged pull requests:

• Move core interface into XAIBase.jl package (#154) (@adrhill)
• Bump actions/cache from 3 to 4 (#156) (@dependabot[bot])
• Move LRP into RelevancePropagation.jl (#157) (@adrhill)
• Remove ImageNet preprocessing utilities (#159) (@adrhill)
• Remove unused dependencies and utils (#160) (@adrhill)

Closed issues:

• LRP rule coverage for Flux layers (#9)
• Add visualization method for language models (#79)
• Add XAIBase dependency (#151)
• Move LRP into separate package (#152)
• Remove ImageNet preprocessing code (#153)
• Update README before 1.0 release (#158)