From 0c75d3a985fc944fb4c129a586ed8b82831062b4 Mon Sep 17 00:00:00 2001 From: Fersoil Date: Thu, 25 Apr 2024 09:03:41 +0200 Subject: [PATCH 1/2] addedd TIME --- .../README.md | 9 +++++++++ .../TIME.pdf | Bin 0 -> 1052341 bytes 2 files changed, 9 insertions(+) create mode 100644 2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/README.md create mode 100644 2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/TIME.pdf diff --git a/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/README.md b/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/README.md new file mode 100644 index 0000000..2aa24c0 --- /dev/null +++ b/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/README.md @@ -0,0 +1,9 @@ +# TIME (Text-to-Image Models for Counterfactual Explanations) + +Finding counterfactual explanations for image classification is a challenging task. The feature space of images is very sparse and multi-dimensional. Thus, to suffice the plausibility property of CEs, the method should produce images that are visually similar to the original, yet the modification should be human-understandable - adding random noise won't explain the model decision. +This task poses several challenging characteristics for image classification. It was commonly done before with diffusion models that were hinted at using the classifier's gradients or by taking advantage of the model's inner structure. + +In next week's presentation, I will talk about the first black-box method of generating Counterfactual Explanations for image classification. TIME (Text-to-Image Models for Counterfactual Explanations) is a novel method that generates CEs using diffusion models combining two different ideas - textual inversion, and EDICT- which create an ingenious method of explaining the image classifiers + + +Presentation will is based on [this paper](https://arxiv.org/pdf/2309.07944.pdf) \ No newline at end of file diff --git a/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/TIME.pdf b/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations/TIME.pdf new file mode 100644 index 0000000000000000000000000000000000000000..46a27f1b11e11253f5dd8a9e868a28dde9acc84e GIT binary patch literal 1052341 zcmdqI1z42b);B(MNGK)EfFLCd9nu{l-AH$L#}FbZDIg#qB}gg_(v3)$l%#Zb^B+K; z2cJ6U{m%KW|Mh;O!`!j&wO8%mUVH6zQ^*R7(lOGrqast3LO!U-j6epUwVoL&GB-C! z(bdKfB&6%0Yhi5+lGQafvkChH?aU>tjI1G4uMQ0jfRG0bd3ixk4IOk1AYA}CnXkH*2PvBx zIvd)_+8G)d+8J8uLuha^U-!z(i;8S$WpK^h)rDWUyygxhWbJ6>0AywaJux+~*8nnK z5d_{m4P<7yIlJZu$Z~VW!hU^`mEq>+x*s6x&Al5@fNa-n0oiVdv9VsaWV;p<$bRzx z`^`o68)6(c7ddXIaNP9A!Fl~0=M6E=n|qu$7a19Do?v9Sxy;CLLx_>_rZpqu4Shz& zAMKg0dC>&k*2vYRKWPMFG>8rzeppT3(B9h74x&+r5ky=Z#1tHK9SkAIVhXIl>mDFS zY`|-NA%;i=_fT=J8OLfLkA5I#1TP?hAs{_-3i|O2;KZhT*(S? 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fef1fcaa456e6550f04c15e235d38cc3986d8fae Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Tymoteusz=20Kwieci=C5=84ski?= <31191783+Fersoil@users.noreply.github.com> Date: Sat, 4 May 2024 09:49:52 +0200 Subject: [PATCH 2/2] Update README.md also fixed a typo --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 05a0e92..5541086 100644 --- a/README.md +++ b/README.md @@ -18,9 +18,9 @@ Join us at https://meet.drwhy.ai. * 25.03.2024 - Law in AI - Andrzej Porębski * 08.04.2024 - [Introduction to counterfactual explanations track](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2024/2024_04_08_Intro_to_CEs) - Mateusz Krzyziński, Bartek Sobieski * 15.04.2024 - [The Privacy Issue of Counterfactual Explanations: Explanation Linkage Attacks](https://github.com/HubertR21/MI2DataLab_Seminarium/tree/master/2024/2024_04_15_explanation_linkage_attacks) - Mikołaj Spytek -* 22.04.2024 - Text-to-Image Models for Counterfactual Explanations: A Black-Box Approach - Tymoteusz Kwieciński +* 22.04.2024 - [Text-to-Image Models for Counterfactual Explanations: A Black-Box Approach](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2024/2024_04_22_TIME_Text-To-Image_For_Counterfactual_Explanations) - Tymoteusz Kwieciński * 06.05.2024 - GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations - Piotr Wilczyński -* 13.05.2024 - Introduction to ViT and tranformer attributions - Filip Kołodziejczyk +* 13.05.2024 - Introduction to ViT and transformer attributions - Filip Kołodziejczyk * 20.05.2024 - TBD * 27.05.2024 - TBD * 03.06.2024 - TBD