Explainable AI in Julia.
MIT License
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using Zygote
to your code. (#177)Gradient
, InputTimesGradient
and GradCAM
analyzers now have an additional backend
field and type parameter. (#167)v4
. This adds a field to the Explanation
return type and removes the add_batch_dim
keyword argument. Refer to the XAIBase.jl changelog for more information. (#174)Merged pull requests:
Closed issues:
Published by github-actions[bot] 4 months ago
Merged pull requests:
Published by github-actions[bot] 8 months ago
This release removes the automatic reexport of heatmapping functionality.
Users are now required to manually load VisionHeatmaps.jl and/or TextHeatmaps.jl.
This reduces the maintenance burden for new heatmapping features and the amount of dependencies for users who don't require heatmapping functionality.
GradCAM
analyzer (#155). Try it with VisionHeatmaps.jl's new heatmap_overlay
feature.Merged pull requests:
heatmap_overlay
(#162) (@adrhill)Published by github-actions[bot] 9 months ago
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.
Explanation
field neuron_selection
to output_selection
Explanation
field heatmap
for heatmapping presetsMerged pull requests:
Closed issues:
Published by github-actions[bot] about 1 year ago
Merged pull requests:
Published by github-actions[bot] about 1 year ago
Merged pull requests:
EpsilonPlusFlat
and EpsilonAlpha2Beta1Flat
composites (#147) (@adrhill)Published by github-actions[bot] about 1 year ago
Merged pull requests:
ones_like
on GPUs (#142) (@adrhill)Closed issues:
Published by github-actions[bot] about 1 year ago
Closed issues:
Parallel
layer (#10)BatchNorm
layers in LRP (#122)v0.6.0
release (#133)Merged pull requests:
GeneralizedGammaRule
(#109) (@adrhill)Explanation
struct (#126) (@adrhill)BatchNorm
layers in LRP (#129) (@adrhill)LayerMap
(#131) (@adrhill)PassRule
on normalization layers to composite presets, improve show
(#134) (@adrhill)Parallel
layers in LRP (#135) (@adrhill)Explanation
field attribution
to val
(#136) (@adrhill)v0.6.0
(#137) (@adrhill)Parallel
layers (#138) (@adrhill)Published by github-actions[bot] almost 2 years ago
Merged pull requests:
Published by github-actions[bot] about 2 years ago
Merged pull requests:
v0.12
compatibility (#99) (@adrhill)Published by github-actions[bot] about 2 years ago
Merged pull requests:
v0.10
(#95) (@adrhill)FlatRule
(#96) (@adrhill)WSquareRule
on Dense layers (#98) (@adrhill)Published by github-actions[bot] about 2 years ago
Closed issues:
Merged pull requests:
Base.show
for LRP analyzers (#89) (@adrhill)FlatRule
and WSquareRule
(#93) (@adrhill)Published by github-actions[bot] about 2 years ago
Closed issues:
ZPlusRule
(#86)Merged pull requests:
ZPlusRule
(#88) (@adrhill)Published by github-actions[bot] about 2 years ago
Closed issues:
Merged pull requests:
Published by github-actions[bot] over 2 years ago
Published by github-actions[bot] over 2 years ago
Closed issues:
Merged pull requests:
Zygote.pullback
(#72) (@adrhill)ZBoxRule
to use VJP (#73) (@adrhill)PassRule
(#76) (@adrhill)ZBoxRule
(#77) (@adrhill)AlphaBetaRule
(#78) (@adrhill)Published by github-actions[bot] over 2 years ago
Closed issues:
mapreduce
(#55)v3.18
(#56)Merged pull requests:
mapreduce
(#58) (@adrhill)ZBoxRule
(#69) (@adrhill)lrp!
(#70) (@adrhill)Published by github-actions[bot] over 2 years ago
Closed issues:
Merged pull requests:
Published by github-actions[bot] over 2 years ago
Merged pull requests:
SmoothGrad
and InputAugmentation
(#50) (@adrhill)Published by github-actions[bot] over 2 years ago
Closed issues:
Merged pull requests:
stabilize_denom
(#47) (@adrhill)