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# Ingore files created by npm
node_modules
package-lock.json
package-lock.json
.Rproj.user
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# Academic Pages
# Common Vulnerabilities and Exposures for AI

![pages-build-deployment](https://github.com/academicpages/academicpages.github.io/actions/workflows/pages/pages-build-deployment/badge.svg)

Academic Pages is a Github Pages template for academic websites.

# Getting Started

1. Register a GitHub account if you don't have one and confirm your e-mail (required!)
1. Click the "Use this template" button in the top right.
1. On the "New repository" page, enter your repository name as "[your GitHub username].github.io", which will also be your website's URL.
1. Set site-wide configuration and add your content.
1. Upload any files (like PDFs, .zip files, etc.) to the `files/` directory. They will appear at https://[your GitHub username].github.io/files/example.pdf.
1. Check status by going to the repository settings, in the "GitHub pages" section
1. (Optional) Use the Jupyter notebooks or python scripts in the `markdown_generator` folder to generate markdown files for publications and talks from a TSV file.

See more info at https://academicpages.github.io/

## Running Locally

When you are initially working your website, it is very useful to be able to preview the changes locally before pushing them to GitHub. To work locally you will need to:

1. Clone the repository and made updates as detailed above.
1. Make sure you have ruby-dev, bundler, and nodejs installed

On most Linux distribution and [Windows Subsystem Linux](https://learn.microsoft.com/en-us/windows/wsl/about) the command is:
```bash
sudo apt install ruby-dev ruby-bundler nodejs
```
On MacOS the commands are:
```bash
brew install ruby
brew install node
gem install bundler
```
1. Run `bundle install` to install ruby dependencies. If you get errors, delete Gemfile.lock and try again.
1. Run `jekyll serve -l -H localhost` to generate the HTML and serve it from `localhost:4000` the local server will automatically rebuild and refresh the pages on change.

If you are running on Linux it may be necessary to install some additional dependencies prior to being able to run locally: `sudo apt install build-essential gcc make`

# Maintenance

Bug reports and feature requests to the template should be [submitted via GitHub](https://github.com/academicpages/academicpages.github.io/issues/new/choose). For questions concerning how to style the template, please feel free to start a [new discussion on GitHub](https://github.com/academicpages/academicpages.github.io/discussions).

This repository was forked (then detached) by [Stuart Geiger](https://github.com/staeiou) from the [Minimal Mistakes Jekyll Theme](https://mmistakes.github.io/minimal-mistakes/), which is © 2016 Michael Rose and released under the MIT License (see LICENSE.md). It is currently being maintained by [Robert Zupko](https://github.com/rjzupkoii) and additional maintainers would be welcomed.

## Bugfixes and enhancements

If you have bugfixes and enhancements that you would like to submit as a pull request, you will need to [fork](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/fork-a-repo) this repository as opposed to using it as a template. This will also allow you to [synchronize your copy](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork) of template to your fork as well.

Unfortunately, one logistical issue with a template theme like Academic Pages that makes it a little tricky to get bug fixes and updates to the core theme. If you use this template and customize it, you will probably get merge conflicts if you attempt to synchronize. If you want to save your various .yml configuration files and markdown files, you can delete the repository and fork it again. Or you can manually patch.
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---
title: "Validation report - MIDI-to-score Conversion Model"
collection: publications
permalink: /publication/2024-01-10-MIDI
excerpt: 'This paper is about fixing template issue #693.'
date: 2024-01-10
venue: 'Explainable Machine Learning 2023/2024 course'
paperurl: 'https://modeloriented.github.io/CVE-AI/files/2023_MIDI.pdf'
citation: 'Mateusz Szymanski. (2024). &quot;Performance MIDI To Score Automatic Transcription.&quot; <i>Github: CVE-AI/ModelOriented</i>.'
tags:
- midi
- artifacts
---

The goal of this project is to explore and understand the latest advancements in the automatic transcription of performance MIDI streams into musical scores, speci cally within the broader scope of Audio Music Transcription (AMT). We analyze the recent paper Performance MIDI-to-score Conversion by Neural Beat Tracking (Liu et al., 2022), which comprises two main components: rhythm quantization and score generation based on a Convolutional Recurrent Neural Network (CRNN) architecture.

We investigate the model's behavior using sequence perturbations and a LIME-like approach.

<hr/>

We were able to discover certain artifacts of the score generation models, especially when it comes to velocity contribution to hand part assignment. The time signature model is not fully robust to alterations that should not have affect the output.

Unfortunately, the proposed methods have drawbacks and are not fully justified. Current XAI methods do not work well with symbolic music data in general. Developing
more tailored and adaptable XAI methods for musical applications could contribute to improved model interpretability. One of the challenge would be to find a re

<hr/>

Link to original publiacation with a model: https://www.turing.ac.uk/sites/default/files/2022-09/midi_quantisation_paper_ismir_2022_0.pdf

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Version: 1.0

RestoreWorkspace: Default
SaveWorkspace: Default
AlwaysSaveHistory: Default

EnableCodeIndexing: Yes
UseSpacesForTab: Yes
NumSpacesForTab: 2
Encoding: UTF-8

RnwWeave: Sweave
LaTeX: pdfLaTeX

AutoAppendNewline: Yes
StripTrailingWhitespace: Yes
LineEndingConversion: Posix

BuildType: Package
PackageUseDevtools: Yes
PackageInstallArgs: --no-multiarch --with-keep.source
PackageRoxygenize: rd,collate,namespace
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