Compound AI Systems Workshop
OVERVIEW
EXPERIENCE | In Person |
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TYPE | Meetup |
DURATION | 420 min |
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
SESSION SPEAKERS
Yejin Choi
/Sr Research Director Commonsense AI, AI2
University of Washington
IMAGE COMING SOON
Ken Goldberg
/University of California Berkeley
Omar Khattab
/PhD Candidate; Creator of DSPy & ColBERT
Stanford
Monica Lam
/Professor
Stanford
IMAGE COMING SOON
Noam Brown
/OpenAI
Thang Luong
/Senior Staff Research Scientist
Google DeepMind
Yu Su
/Distinguished Assistant Professor
Ohio State University
IMAGE COMING SOON
Matt Bell
/Member of Technical Staff
Anthropic
IMAGE COMING SOON
James Zou
/Professor
Stanford
IMAGE COMING SOON
Hannaneh Hajishirzi
/Professor
University of Washington
Maithra Raghu
/CEO
Samaya AI
IMAGE COMING SOON
Heather Miller
/CMU
IMAGE COMING SOON
Christopher Potts
/Stanford
IMAGE COMING SOON
Philip Levis
/Stanford
IMAGE COMING SOON
Matei Zaharia
/UC Berkeley
IMAGE COMING SOON
Harrison Chase
/CEO
Langchain
IMAGE COMING SOON
Michael Carbin
/Michael Carbin
Deepti Raghavan
/Assistant Professor (Starting July 2024)
Brown University
IMAGE COMING SOON
Barak Lenz
/A121
Lingjiao Chen
/PhD researcher
Stanford
IMAGE COMING SOON
Yoav Shoham
/Stanford
IMAGE COMING SOON
Keshav Santhanam
/Stanford
IMAGE COMING SOON
Bryan McCann
/You.com
IMAGE COMING SOON
Liana Patel
/Stanford
IMAGE COMING SOON
Jared Quincy Davis
/Stanford