CFP
BEFAIR2: 1st Workshop on Bias, Ethics and Fairness in Artificial Intelligence: Representation and Reasoning Sao Paulo, Brazil, June 21, 2021 |
Conference website | http://befair2.org/ |
Submission deadline | May 25, 2021 |
Submission Guidelines
We invite submission of original papers on Artificial Intelligence & Law, covering Bias, Ethics and Fairness in knowledge representation and legal reasoning. Topics may include, but are not limited to, the following:
- Bias in machine learning process, including legal data collection, legal data preparation, modeling, evaluation, and deployment
- Methods for detecting algorithmic discrimination
- Debiasing strategies for the legal domain
- Ethical issues in knowledge representation and legal reasoning
- Ontologies and legal knowledge representation
- Formal and computational models of ethical reasoning in the legal domain (e.g. argumentation frameworks, case-based reasoning)
- Ethics in data mining and argument mining from databases and texts
- Ethical behavior from autonomous systems
- Moral decision-making frameworks for legal artificial agents
- Legal design, visual law and legal knowledge base visualization
- Design justice and fairness by design
- Fairness analysis on computer-assisted dispute resolution
- Counterfactual reasoning for fairness
- Algorithmic fairness and learning challenges (e.g. imbalanced data or rare classes)
- Measurement and mitigation of unfairness in machine learning
- Deep learning and data analytics applied to ethics in the legal domain
- Explainability, traceability, data and model lineage
- Transparency and accountability as a fundamental design requirement for AI&L architectures
BEFAIR² are keen to broader its scope to include topics of growing importance. Therefore, we want to invite submission of papers related to innovation and fairness of algorithms.
Committees
Program Committee
- Henry Prakken, Utrecht University
- Samuel M. Brasil Jr., Enfam, SIPεC
- Flávio M. Varejão, UFES
- Giancarlo Guizzardi, UniBz
- João Paulo Almeida, UFES
- Cristine Griffo, UniBz
Organizing committee
- Samuel M. Brasil Jr., Enfam, SIPεC (Chair)
- Cristine Griffo, UniBz
- Luciane A. C. Münch, Enfam, TRF4
- Cíntia M. Brunetta, Enfam, TRF5
Contact
All questions about submissions should be emailed to info@befair2.org or organizers@befair2.org