Update README.md

README.md

@@ -47,7 +47,7 @@ The framework is further extended with a cross-attention fusion mechanism that e
 
 - [Journal version (FSIDI / DFRWS EU 2026)](https://www.sciencedirect.com/science/article/pii/S266628172600020X)
 - [Arxiv version](https://arxiv.org/abs/2512.15512)
-
+* [Presentation Slides](https://opeyemibami.github.io/slides/vaas)
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 ## Architecture Overview
@@ -108,7 +108,17 @@ VAAS will automatically detect PyTorch at runtime and raise a clear error if it
 
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-## Usage
+# Usage
+
+## Documentation and Examples
+
+👉 [APIs and Usage Documentation](https://github.com/OBA-Research/VAAS/blob/main/docs/usage/api_doc.md)
+
+👉 [colab notebooks](https://drive.google.com/drive/folders/1xA0OdPgz9C8OL63nfl_nlUcZ-wWeRz84?usp=sharing)
+
+👉 [v2 notebooks](https://github.com/OBA-Research/VAAS/tree/main/examples/notebooks/vaas_v2/)
+
+👉 [v1 notebooks](https://github.com/OBA-Research/VAAS/tree/main/examples/notebooks/vaas_v017)
 
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@@ -191,13 +201,13 @@ anomaly_map = result["anomaly_map"]
 
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-### v1 (Legacy)
+### V1 Model Variants
 
-| Models | Training Data | Description | Hugging Face Model |
-|--------|----------------|-------------|--------------------|
-| vaas-v1-base-df2023   | DF2023 (10%)   | Initial public inference release | https://huggingface.co/OBA-Research/vaas |
-| vaas-v1-medium-df2023 | DF2023 (≈50%)  | Scale-up experiment | https://huggingface.co/OBA-Research/vaas/tree/v1-medium-df2023 |
-| vaas-v1-large-df2023  | DF2023 (100%)  | Full-dataset training | https://huggingface.co/OBA-Research/vaas/tree/v1-large-df2023 |
+| Models                | Training Data | Description                      | Reported Evaluation (Paper)                                                 | Hugging Face Model                                                                      |
+| --------------------- | ------------- | -------------------------------- | --------------------------------------------------------------------------- | --------------------------------------------------------------------------------------- |
+| vaas-v1-base-df2023   | DF2023 (10%)  | Initial public inference release | [F1 & IoU are reported in research paper](https://arxiv.org/pdf/2512.15512) | [vaas-v1-base-df2023](https://huggingface.co/OBA-Research/vaas)                         |
+| vaas-v1-medium-df2023 | DF2023 (≈50%) | Scale-up experiment              | 5% better than base                                                         | [vaas-v1-medium-df2023](https://huggingface.co/OBA-Research/vaas/tree/v1-medium-df2023) |
+| vaas-v1-large-df2023  | DF2023 (100%) | Full-dataset training            | 9% better than medium                                                       | [vaas-v1-large-df2023](https://huggingface.co/OBA-Research/vaas/tree/v1-large-df2023)   |
 
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