v1.3.6

CounterfactualExplanations v1.3.6

Diff since v1.3.5

Merged pull requests:

• Balancing gradients (#492) (@pat-alt)
• fixed (#498) (@pat-alt)

Closed issues:

• Sort out PROBE (#376)
• Use Gradient Magnitude Matching or Root Scaling (#490)
• Bug in train_test_split function (#497)

v1.3.5

CounterfactualExplanations v1.3.5

Diff since v1.3.4

Merged pull requests:

• 488 field names (#489) (@pat-alt)

Closed issues:

• Field names of CounterfactualExplanation are not obvious enough (#488)

v1.3.4

CounterfactualExplanations v1.3.4

Diff since v1.3.3

Merged pull requests:

• Bug in plausibility metrix (#487) (@pat-alt)

v1.3.3

CounterfactualExplanations v1.3.3

Diff since v1.3.2

Merged pull requests:

• 475 no method matching for neurotreemodel (#485) (@pat-alt)

v1.3.2

CounterfactualExplanations v1.3.2

Diff since v1.3.1

Merged pull requests:

• add ICML ref for tcrex (#480) (@pat-alt)
• Improve tcrex example (#483) (@pat-alt)

Closed issues:

• No method matching for NeuroTreeModel (#475)

v1.3.1

CounterfactualExplanations v1.3.1

Diff since v1.3.0

Merged pull requests:

• 475 no method matching for neurotreemodel (#479) (@pat-alt)

v1.3.0

CounterfactualExplanations v1.3.0

Diff since v1.2.0

Merged pull requests:

• 473 generator add t crex (#476) (@pat-alt)
• 475 no method matching for neurotreemodel (#477) (@pat-alt)

Closed issues:

• Support for SEM/SCM in encondings.jl (#456)
• [Generator] Add T-CREx (#473)
• No method matching for NeuroTreeModel (#475)

v1.2.0

CounterfactualExplanations v1.2.0

Diff since v1.1.6

Merged pull requests:

• 387 generator eccco (#453) (@pat-alt)
• Add faithfulness metric (#455) (@pat-alt)
• 457 constrained optimization for scms (#464) (@JorgeLuizFranco)
• add documentation MINTGenerator (#468) (@JorgeLuizFranco)
• tests for jem (#472) (@pat-alt)

Closed issues:

• [Generator] ECCCo (#387)
• Add unfaithfulness metric (#454)
• Constrained Optimization for SCMs (#457)
• Document MINT (#467)
• Test ratio up (#471)

v1.1.6

CounterfactualExplanations v1.1.6

Diff since v1.1.5

Removed

• Removed the call to the Iris function in the test suite because of HTTPs issues. [#452]
• Removed the mlj_models_catalogue because it served no obvious purpose. In the future, we may instead add meta information to the all_models_catalogue. [#444]

Added

• New general Model struct that wraps empty concrete types. This adds a more general interface that is still flexible enough by simply using multiple dispatch on the empty concrete types. [#444]
• A new incompatible(::AbstractGenerator, ::AbstractCounterfactualExplanation) function has been added to avoid running a counterfactual search if the generator is incompatible with any other specification (e.g. the model). [#444]

Changed

• No longer exporting many of the deprecated functions. [#452]
• Updated pre-trained model artifacts. [#444]
• Support for DecisionTree.jl models and the FeatureTweakGenerator have been moved to an extension (DecisionTreeExt). [#444]
• Updates to NeuroTreeModels extensions to incorporate breaking changes to package. [#444]
• No longer running alloc test on Windows. [#441]
• Slight change to doctests. [#447]

Merged pull requests:

• removed test from windows (#442) (@pat-alt)
• 447 fix doctest (#448) (@pat-alt)
• Incorporating breaking change (#450) (@pat-alt)
• remove call ti Iris (#452) (@pat-alt)

Closed issues:

• Interface to <: Supervised MLJ models (#69)
• Investigate Relocation of Features (#324)
• Asserts are working unexpectedly for Feature Tweak (#353)
• Update Model Catalogue docs (#369)
• Growing Spheres is not working for EvoTrees (#384)
• Test for alloc fails on windows (#441)
• Add new pkgstats badge (#443)
• Update NeuroTreeModels extensions (#444)
• Fix doctest (#447)
• Make generate_perturbations a universal method (#451)

artifacts-1.6: Merge pull request #448 from JuliaTrustworthyAI/447-fix-doctest

447 fix doctest