Developers are increasingly constructing Compound AI Systems, i.e. systems that use multiple model calls and/or external components, to tackle the most challenging AI tasks. These systems can often outperform models alone, but the best way to design these systems and the components that go into them (e.g., retrievers and tools) is still an open problem.
This workshop will gather researchers working in this emerging area to investigate questions such as:
Designs for compound AI systems
Efficient execution and training of compound AI systems
Programming models for AI systems
Optimizing AI systems end-to-end
Planning and execution (decomposing tasks)
Evaluation methods and metrics
Privacy and security
Improvements to core components like retrievers
Methods for tool use
Debugging and MLOps
Scaling laws of compound AI systems
Applications
Attending the Workshop
The inaugural workshop event will be co-located with the Databricks Data + AI Summit and hosted at the Moscone Center in San Francisco, on June 13th from 11:30am - 6pm PDT.
Select Invited Speakers and Panelists (others pending)
Richard Socher
You.com
Monica Lam
Stanford
Noam Brown
OpenAI
Thang Luong
DeepMind
Organizers
Matei Zaharia
UC Berkeley / Databricks
Michael Carbin
MIT / Databricks
Jared Quincy Davis
Foundry / Stanford
James Zou
Stanford
Yoav Shoham
Stanford / AI21
Deepti Raghavan
Stanford
Heather Miller
CMU
Barak Lenz
AI21
Keshav Santhanam
Stanford / Foundry
Chris Potts
Stanford
Maithra Raghu
Samaya AI
Omar Khattab
Stanford
Philip Levis
Stanford
Lingjiao Chen
Stanford
Liana Patel
Stanford
Important Dates and Deadlines
Extended abstract submission deadline: May 10th 2024
Extended abstract acceptance notification date: May 15th 2024
Extended abstract submission site: https://forms.gle/dMTmjhc2eAYvaRF77
Q&A: compoundaisystems@gmail.com
Workshop date: June 13th 2024
Workshop Time: 11:30am - 6pm PDT
Location: Moscone Center in San Francisco, 747 Howard St, San Francisco, CA 94103
Schedule (June 13th 2024, 11:30am-6:00pm PDT)
11:30 - 1:00 Lunch
1:00 - 1:15 Introduction
1:15 - 1:45 Invited Talk
1:45 - 2:15 Invited Talk
2:15 - 2:45 Lightning talks / poster intros
2:45 - 3:45 Poster Session [Coffee Break]
3:45 - 4:15 Invited Talk
4:15 - 4:45 Invited Talk
4:45 - 5:30 Industry + Research Panel
5:30 - 6:00 Closing and Networking
Call for Extended Abstracts
We are accepting submissions for extended abstracts (up to 2 pages). Authors with accepted submissions will be invited to present a poster and lightning talk at the workshop.
Abstract submission deadline: May 10th 2024
Submit your abstract: https://forms.gle/dMTmjhc2eAYvaRF77 (you must be signed into an email account to make a submission)
Acceptance notification date: May 15th 2024
Accepted Posters
To Be Decided.
Registration Information
Please check back in soon about information on how to register for the event! Note that this event will be FREE.