[ESIP-all] AGU24 - Accelerating Data-Centric AI in Earth and Space Sciences
Yuhan Douglas Rao
douglas_rao at ncsu.edu
Thu Jul 25 09:27:01 EDT 2024
Dear colleagues,
*Apologies for the cross-posting*.
We invite you to join us at the AGU 2024 Annual Meeting in Washington, DC
and online on *data-centric AI in geosciences*. Please consider *submitting
your abstracts by July 31st*.
If you have any questions regarding this session, please feel free to
contact us.
*IN051 - Accelerating Data-Centric AI for Earth and Space Sciences*
<https://agu.confex.com/agu/agu24/prelim.cgi/Session/227286>
*Data-centric AI (DCAI) is emerging as a scientific field that studies how
to systematically improve data with the goal of achieving better AI system
performances. In contrast to model-centric AI, DCAI recognizes the
imperfection of real-world data and highlights the critical role of data in
trustworthy AI systems. Despite recent development, there are still
challenges facing the earth and space science (ESS) community to fully
embrace the data-centric AI paradigm due to the nature of diverse use cases
and data types in the ESS community.*
*In this session, we encourage submissions on topics including but not
limited to:*
1. *Training & benchmarking data development for ESS.*
2. *Data augmentation and maintenance to address ESS data quality.*
3. *Data governance framework in the context of AI. *
4. *Data-centric explainable AI.*
5. *Standardized tools, metadata format, and infrastructure to support
the implementation of data-centric AI.*
6. *Role of data in different phases of large pre-trained models.*
Sincerely,
Douglas Rao, North Carolina State University
Rob Redmon, NOAA Center for AI
Manil Maskey, NASA Marshall Space Flight Center
Daniel Rothenberg, OpenEarthAI
--
[image: NCICS] <http://ncics.org/> Yuhan (Douglas) Rao
*Research Scientist*
Pronoun <https://www.mypronouns.org/what-and-why/>: he/him/his
North Carolina State University <http://ncsu.edu/>
North Carolina Institute for Climate Studies (NCICS) <https://ncics.org/>
151 Patton Ave, Asheville, NC 28801
e: yrao5 at ncsu.edu
o: +1 828 271 4903
Schedule a meeting with me <https://calendly.com/douglas_rao>*I choose
to work on a flexible schedule and across a number of time zones. My
apologies for sending emails outside of your working hours.*
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