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EWAF 2023 : 2nd European Workshop on Algorithmic Fairness

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Link: https://sites.google.com/view/ewaf23/
 
When Jun 7, 2023 - Jun 9, 2023
Where Winterthur, Switzerland
Submission Deadline Feb 9, 2023
Notification Due Mar 22, 2023
Categories    algorithms   ethics   fairness
 

Call For Papers

EWAF’s goal is to foster the dialogue between researchers working on algorithmic fairness in the context of Europe’s legal and societal framework, especially in light of the EU’s attempts to promote ethical AI. It is thus a space for researchers to discuss fairness in machine learning with an interdisciplinary perspective related to Europe.

This year, we aim to bring the issue of European specificity to the fore and to discuss questions such as “what, if anything, is specifically European in the debate about fairness in machine learning?”. For this reason, we especially welcome submissions involving:

- Empirical and theoretical perspectives from social sciences on fairness and discrimination in Europe (e.g., analysis of labor markets, the concept of class or race, discrimination against minorities in different social contexts).
- Case studies based on concrete European instances of algorithmic design and regulation that machine learning scholars have encountered in their own work (e.g., datasets or audits of automated decision-making systems that are used in Europe).
- An analysis of the implications of the European legislative framework for the debate on fairness in machine learning and AI more broadly (e.g., specificities connected to anti-discrimination and data collection legislation and the emerging regulatory frameworks for platforms and AI).

We also welcome submissions lacking European specificity, especially if they are of outstanding quality. General areas of interest are:

- Algorithm development and algorithm evaluation (e.g., fairness metrics, methods for qualitative evaluations, bias mitigation techniques, data collection, causality)
- Philosophy (e.g., values embedded in fairness metrics, foundations of ethical AI)
- Social sciences (e.g., historical perspectives on discrimination, impact of algorithms on marginalized groups, perceptions of (un)fairness, AI and labor)
- Policy and law (e.g., non-discrimination law, data protection law, accountability, regulation of bias checks)

Submissions including European specificity will be prioritized, other things being equal.


We are taking an interdisciplinary approach. This means that we are interested in work from a variety of fields including but not limited to mathematical, philosophical, computer science, legal, psychological, sociological, critical studies and management perspectives.

## Submission format

We have two types of submissions: short and long submissions. Which type you choose will depend on what you’re hoping to get out of the conference. At least one author of each accepted submission is expected to be at EWAF’23 to present their work.

### Long submission

- When to choose this: If you want to get peer reviews for your paper and have the chance to have it published in the workshop proceedings.
- Length: A full paper of 10-15 pages (plus unlimited pages for references). Papers that do not follow the length requirements may be rejected without review.
- Archival submission: Accepted papers shall be submitted to CEUR-WS.org for online publication of the workshop proceedings.
- Dual submission policy: It is not permissible to submit work that is under review or has been accepted for publication at another venue. It is also not permissible to submit already published work.
- What you get: Formal peer reviews for your paper, a chance to present if accepted and a citable full paper in the conference proceedings.
- Reviewing expectation: We expect authors to be available to review other long submissions in their area (light load).

### Short submission

- When to choose this: If you want to present work that is not ready for publication yet or if you want to get feedback from the interdisciplinary audience at the workshop about papers that are already published or under review.
- Length: An extended abstract of 1-2 pages (plus unlimited pages for references)
- Non-archival submission: The extended abstracts shall be submitted to CEUR-WS.org for online publication in the workshop proceedings. It is thus possible to publish the full paper elsewhere.
- Dual submission policy: It is permissible to submit work that is under review or has been accepted for publication at another venue, provided that this is in line with their submission policy. It is also permissible to submit already published work.
- What you get: No formal peer reviews for your paper, a chance to present and get informal feedback if accepted.
- Reviewing expectation: We expect authors to be available to review other short submissions in their area (light load).

## Tracks

Like EWAF’22, EWAF’23 will have two tracks: the in-depth track and the lightning round track. The in-depth track is intended for longer presentations while the lightning round will consist of shorter presentations. The goal of the lightning round is to get a sense of the work happening in our community and build new connections within the community based on that.

Both short and long submissions will be considered for both the in-depth track and the lightning round track on the basis of fulfilling the overall goals of the conference. In this respect, the quality of the paper is certainly a factor, but selection for the in-depth track results from a plurality of considerations, including achieving a balance between the representation of different views and different disciplinary perspectives.

## Template

Proceedings shall be submitted to CEUR-WS.org for online publication. Please use EWAF’s version of the CEUR-WS.org template for both long and short submissions (https://drive.google.com/file/d/1Xk_rQ3IeuyigcVbM7ajeci4OA-Vj2TCr/view?usp=sharing). The zip file with the templates contains both a Word and LaTeX template; you can choose either one. Alternatively, you can also use EWAF's Overleaf template - just create a copy of the project by clicking on 'copy project' in the menu when you're logged in and start editing it (https://www.overleaf.com/project/63449b6ab3d936c10f98a7d9). Whatever template you choose, please make sure to use the 1-column format. For the initial submission, you only need the PDF.

## Anonymization

Our peer review process is mutually anonymous, meaning the reviewers do not know the names of the authors and the authors will not know the names of the reviewers. Therefore, we ask you to make sure to anonymize your submission. Non-anonymized papers may be rejected without review. This means the submitted PDF should not contain the authors’ names. References to your own papers should be cited in a way that does not reveal or imply that they were written by you.

## Reviewing process

We are looking for papers of high quality that have the potential to impact the discourse on algorithmic fairness, both within Europe and globally. Moreover, we are particularly excited by papers that discuss questions of European specificity. These are thus the criteria papers will be judged on.

We will have reviewers from different fields that bring the expertise to evaluate the work from all the fields we solicit work from.

## Contact
The workshop is organized by researchers from different disciplines (computer science, philosophy, law, sociology) and at different levels of academic careers.

For questions, contact ewaf.organizers@gmail.com.

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