Managing bias and unfairness in data for decision support: a survey of machine learning and data engineering approaches to identify and mitigate bias and unfairness within data … A Balayn, C Lofi, GJ Houben The VLDB Journal 30 (5), 739-768, 2021 | 69 | 2021 |
Beyond Debiasing: Regulating AI and its inequalities A Balayn, S Gürses EDRi report, 2021 | 48* | 2021 |
What do You Mean? Interpreting Image Classification with Crowdsourced Concept Extraction and Analysis A Balayn, P Soilis, C Lofi, J Yang, A Bozzon Proceedings of the Web Conference 2021, 1937-1948, 2021 | 31 | 2021 |
🏆 Disentangling Fairness Perceptions in Algorithmic Decision-Making: the Effects of Explanations, Human Oversight, and Contestability M Yurrita, T Draws, A Balayn, D Murray-Rust, N Tintarev, A Bozzon Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems …, 2023 | 28 | 2023 |
Towards a multi-stakeholder value-based assessment framework for algorithmic systems M Yurrita, D Murray-Rust, A Balayn, A Bozzon 2022 ACM Conference on Fairness, Accountability, and Transparency (FAccT'22), 2022 | 26 | 2022 |
Automatic Identification of Harmful, Aggressive, Abusive, and Offensive Language on the Web: A Survey of Technical Biases Informed by Psychology Literature A Balayn, J Yang, Z Szlavik, A Bozzon ACM Transactions on Social Computing (TSC) 4 (3), 1-56, 2021 | 21 | 2021 |
How can Explainability Methods be Used to Support Bug Identification in Computer Vision Models? A Balayn, N Rikalo, C Lofi, J Yang, A Bozzon Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems …, 2022 | 20 | 2022 |
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UK L Nannini, A Balayn, AL Smith Proceedings of the 2023 ACM Conference on Fairness, Accountability, and …, 2023 | 14* | 2023 |
🏆 It Is like Finding a Polar Bear in the Savannah! Concept-Level AI Explanations with Analogical Inference from Commonsense Knowledge G He, A Balayn, S Buijsman, J Yang, U Gadiraju Proceedings of the AAAI Conference on Human Computation and Crowdsourcing 10 …, 2022 | 10 | 2022 |
🏅 Ready Player One! Eliciting Diverse Knowledge Using A Configurable Game A Balayn, G He, A Hu, J Yang, U Gadiraju Proceedings of the ACM Web Conference 2022, 1709-1719, 2022 | 9 | 2022 |
🏆 Fairness Toolkits, A Checkbox Culture? On the Factors that Fragment Developer Practices in Handling Algorithmic Harms A Balayn, M Yurrita, J Yang, U Gadiraju Conference on AI, Ethics, and Society (AIES), 2023 | 8 | 2023 |
AI robustness: a human-centered perspective on technological challenges and opportunities A Tocchetti, L Corti, A Balayn, M Yurrita, P Lippmann, M Brambilla, J Yang ACM Computing Surveys, 2022 | 8 | 2022 |
Data-driven development of Virtual Sign Language Communication Agents A Balayn, H Brock, K Nakadai 2018 27th IEEE International Symposium on Robot and Human Interactive …, 2018 | 8 | 2018 |
Characterising and mitigating aggregation-bias in crowdsourced toxicity annotations A Balayn, P Mavridis, A Bozzon, B Timmermans, Z Szlávik Proceedings of the 1st Workshop on Disentangling the Relation between …, 2018 | 7 | 2018 |
Perspective: Leveraging Human Understanding for Identifying and Characterizing Image Atypicality SS Noorian, S Qiu, B Sayin, A Balayn, U Gadiraju, J Yang, A Bozzon IUI '23: Proceedings of the 28th International Conference on Intelligent …, 2023 | 5* | 2023 |
Generating Process-Centric Explanations to Enable Contestability in Algorithmic Decision-Making: Challenges and Opportunities M Yurrita, A Balayn, U Gadiraju HCXAI workshop (CHI'23) https://arxiv.org/abs/2305.00739, 2023 | 5 | 2023 |
Adaptive handling assistance for industrial lightweight robots in simulation A Balayn, JF Queißer, M Wojtynek, S Wrede 2016 IEEE International Conference on Simulation, Modeling, and Programming …, 2016 | 4 | 2016 |
Exploring Data Pipelines through the Process Lens: a Reference Model for Computer Vision A Balayn, B Kulynych, S Guerses arXiv preprint arXiv:2107.01824, 2021 | 3 | 2021 |
Designing Evaluations of Machine Learning Models for Subjective Inference: The Case of Sentence Toxicity A Balayn, A Bozzon arXiv preprint arXiv:1911.02471, 2019 | 3 | 2019 |
Faulty or Ready? Handling Failures in Deep-Learning Computer Vision Models until Deployment: A Study of Practices, Challenges, and Needs A Balayn, N Rikalo, J Yang, A Bozzon CHI '23: CHI Conference on Human Factors in Computing Systems, 2023 | 2 | 2023 |