UQ and Trustworthy AI Algorithms for Complex Systems and Social Good

Description

This workshop will offer an overview, tutorials, and perspectives on Uncertainty Quantification (UQ) and Trustworthy AI Algorithms that are specifically designed for complex systems and social good. In particular, the workshop will 

• Critically review a number of important AI algorithms including deep neural networks, causal learning, generative learning frameworks, and variational algorithms,
• Explore state-of-the-art UQ methods that have incorporated the latest AI/ML algorithms in predictive modeling and analysis of complex systems such as the climate, social networks, natural disasters, advanced habitation systems, or manufacturing for space exploration, 
• Discuss the ethical and explainability of AI algorithms that aim to increase their trustworthiness through transparency, fairness, and reliability, 
• Showcase real-world case studies where UQ and trustworthy AI have been successfully implemented for, e.g., climate modeling, communications and navigation, disaster and pandemic response coordination, wildlife protection, traffic management, or disease diagnosis and treatment.

Funding

NOTE: All funding for this workshop has been allocated.

Lightning Talks

This workshop will include lightning talks for early career researchers (including postdocs; graduate students are not eligible). In order to propose a lightning talk, you must first register for the workshop, and then submit a proposal using the form that will become available on this page after you register. The registration form should not be used to propose a lightning talk.

The deadline for proposing a lightning talk is February 9, 2025. If your proposal is accepted, you should plan to attend the event in-person.

Poster Session

This workshop will include a poster session for postdocs and graduate students. In order to propose a poster, you must first register for the workshop, and then submit a proposal using the form that will become available on this page after you register. The registration form should not be used to propose a poster.

The deadline for proposing a poster is February 9, 2025. If your proposal is accepted, you should plan to attend the event in-person.

Schedule

Registration

IMSI is committed to making all of our programs and events inclusive and accessible. Contact [email protected] to request disability-related accommodations.