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Transparent Trade-offs between Properties of Explanations

Instructions

  • Please refer to Source_Transductive to run Transductive Experiments
  • Please refer to Source_Inductive to run Inductive Experiments

Run experiments in Transductive Setting:

  • Execute:
    • cd POE/Source_Transductive/
    • make
  • Then it will start writing the results into a directory called output
  • Under output, every method has its own subdirectory e.g smoothgrad, lime, etc.

Visualize results: make vis

Creating an environment: micromamba create -n opt -c conda-forge python=3.10 -y

Activating: micromamba activate opt

Deactivate: micromamba deactivate

Install: pip install PACKAGE-NAME

After a set of experiments in the Tranductive Settings are complete, do:

  1. Look at the out files: cat output/*/out*. Does every experiment looks like it finished?
  2. Look at the err files: cat output/*/err*. Are they empty? If so, no errors occured.
  3. If everything ran smoothly, delete the out and err files:
  • rm output/*/err*
  • rm output/*/out*

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