From 59114cbf889537116e0ffb26a6374ac29ea17978 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Thu, 7 Nov 2024 14:50:24 +0100 Subject: [PATCH 1/6] Update README.md Added link to the RSD page for the explainable embedding software. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2c221ef8..192aa989 100644 --- a/README.md +++ b/README.md @@ -322,7 +322,7 @@ DIANNA supports different data modalities and XAI methods (explainers). We have | Text | ✅ | ✅ | | | Timeseries | ✅ | ✅ | | | Tabular | planned | ✅ | ✅ | -| Embedding | work in progress | | | +| Embedding | *modified RISE in [Explainable embeddings package](https://github.com/dianna-ai/explainable_embedding) | | | | Graphs* | next steps | ... | ... | [LRP](https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0130140&type=printable) and [PatternAttribution](https://arxiv.org/pdf/1705.05598.pdf) also feature in the top 5 of our thoroughly evaluated explainers. From 5bbea77060e23ace0b3b7f0a964b120507a8c259 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Thu, 7 Nov 2024 14:55:14 +0100 Subject: [PATCH 2/6] Update README.md Added embedding in the key points. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 192aa989..64fd4587 100644 --- a/README.md +++ b/README.md @@ -75,7 +75,7 @@ The key points of DIANNA: * Implements well-known XAI methods LIME, RISE and KernelSHAP, chosen by systematic and objective evaluation criteria * Comes with a dashboard where results of different explainers can be compared for all data types * Supports the de-facto standard of neural network models - ONNX - * Supports images, text, time series, and tabular data modalities, embeddings are currently being developed + * Supports images, text, time series, tabular data modalities and embeddings (in a related [package](https://github.com/dianna-ai/explainable_embedding)) * Comes with simple intuitive image, text, time series, and tabular benchmarks, so can help you with your XAI research * Includes scientific use-cases tutorials * Easily extendable to other XAI methods From 137db313c764b1742e8a216cd82dd23174735085 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Thu, 7 Nov 2024 15:56:35 +0100 Subject: [PATCH 3/6] Update ROADMAP.md Remove the embeddings, update the plans (if ever funding is found...) --- docs/ROADMAP.md | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/docs/ROADMAP.md b/docs/ROADMAP.md index 27ae7147..23c064a2 100644 --- a/docs/ROADMAP.md +++ b/docs/ROADMAP.md @@ -1,12 +1,10 @@ # Current and planned DIANNA developments -- Scientific use-cases: the use of XAI in scientific applicaitons: tutorials and videos - -- Other data modalities: we plan support for graphs. - -- Embeddings: We plan to add support for embeddings as a data modality in the near future. This will allow users to create the same or similar explanations and visualizations for their models that is projecting data towards embedded spaces. +- Other data modalities: we plan to develop support for graphs. - Add support for text for KernelSHAP XAI method. +- Extend the dashboard with more examples and make it to work smoothly with custom data and models + - Support for more XAI methods: Grad-CAM, LRP, PatternAttribution From 8df5ed0bbae31f7550d594cc9fef2fdae7d4acc9 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Thu, 7 Nov 2024 15:56:59 +0100 Subject: [PATCH 4/6] Update ROADMAP.md --- docs/ROADMAP.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/ROADMAP.md b/docs/ROADMAP.md index 23c064a2..06b2ddd3 100644 --- a/docs/ROADMAP.md +++ b/docs/ROADMAP.md @@ -1,4 +1,4 @@ -# Current and planned DIANNA developments +# Planned DIANNA developments - Other data modalities: we plan to develop support for graphs. From a60c751e4d9a9a91738332b080c505fd4131ea31 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Mon, 11 Nov 2024 13:53:48 +0100 Subject: [PATCH 5/6] Update README.md Co-authored-by: Christiaan Meijer --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 64fd4587..5b3965eb 100644 --- a/README.md +++ b/README.md @@ -322,7 +322,7 @@ DIANNA supports different data modalities and XAI methods (explainers). We have | Text | ✅ | ✅ | | | Timeseries | ✅ | ✅ | | | Tabular | planned | ✅ | ✅ | -| Embedding | *modified RISE in [Explainable embeddings package](https://github.com/dianna-ai/explainable_embedding) | | | +| Embedding | *inspired by RISE in [distance_explainer](https://github.com/dianna-ai/distance_explainer) | | | | Graphs* | next steps | ... | ... | [LRP](https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0130140&type=printable) and [PatternAttribution](https://arxiv.org/pdf/1705.05598.pdf) also feature in the top 5 of our thoroughly evaluated explainers. From 1b51dd3d3a611a5a55cc6fe313658070da83a1c0 Mon Sep 17 00:00:00 2001 From: Elena Ranguelova Date: Mon, 11 Nov 2024 13:54:15 +0100 Subject: [PATCH 6/6] Update docs/ROADMAP.md Co-authored-by: Christiaan Meijer --- docs/ROADMAP.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/ROADMAP.md b/docs/ROADMAP.md index 06b2ddd3..5f9ad449 100644 --- a/docs/ROADMAP.md +++ b/docs/ROADMAP.md @@ -4,7 +4,7 @@ - Add support for text for KernelSHAP XAI method. -- Extend the dashboard with more examples and make it to work smoothly with custom data and models +- Extend the dashboard with more examples and make it work with custom data and models - Support for more XAI methods: Grad-CAM, LRP, PatternAttribution