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Fairness and bias in multimodal ai: A survey
The importance of addressing fairness and bias in artificial intelligence (AI) systems cannot
be over-emphasized. Mainstream media has been awashed with news of incidents around …
be over-emphasized. Mainstream media has been awashed with news of incidents around …
Scaling laws do not scale
F Diaz, M Madaio - Proceedings of the AAAI/ACM Conference on AI …, 2024 - ojs.aaai.org
Recent work has advocated for training AI models on ever-larger datasets, arguing that as
the size of a dataset increases, the performance of a model trained on that dataset will …
the size of a dataset increases, the performance of a model trained on that dataset will …
Llm-driven robots risk enacting discrimination, violence, and unlawful actions
Members of the Human-Robot Interaction (HRI) and Artificial Intelligence (AI) communities
have proposed Large Language Models (LLMs) as a promising resource for robotics tasks …
have proposed Large Language Models (LLMs) as a promising resource for robotics tasks …
Dataset Scale and Societal Consistency Mediate Facial Impression Bias in Vision-Language AI
Multimodal AI models capable of associating images and text hold promise for numerous
domains, ranging from automated image captioning to accessibility applications for blind …
domains, ranging from automated image captioning to accessibility applications for blind …
Fairness and Bias Mitigation in Computer Vision: A Survey
Computer vision systems have witnessed rapid progress over the past two decades due to
multiple advances in the field. As these systems are increasingly being deployed in high …
multiple advances in the field. As these systems are increasingly being deployed in high …
[PDF][PDF] Principles for responsible AI usage in research
Artificial Intelligence (AI) has a growing impact on how research is conducted. While AI can
drastically increase efficiency, its use presents serious risks for research integrity, security …
drastically increase efficiency, its use presents serious risks for research integrity, security …
Sound Check: Auditing Audio Datasets
Generative audio models are rapidly advancing in both capabilities and public utilization--
several powerful generative audio models have readily available open weights, and some …
several powerful generative audio models have readily available open weights, and some …
Provocation: Who benefits from" inclusion" in Generative AI?
The demands for accurate and representative generative AI systems means there is an
increased demand on participatory evaluation structures. While these participatory …
increased demand on participatory evaluation structures. While these participatory …
OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes
Images generated by text-to-image (T2I) models often exhibit visual biases and stereotypes
of concepts such as culture and profession. Existing quantitative measures of stereotypes …
of concepts such as culture and profession. Existing quantitative measures of stereotypes …
Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation
Shortcuts, also described as Clever Hans behavior, spurious correlations, or confounders,
present a significant challenge in machine learning and AI, critically affecting model …
present a significant challenge in machine learning and AI, critically affecting model …