SESSION

Compound AI Systems Workshop

OVERVIEW

EXPERIENCEIn Person
TYPEMeetup
DURATION420 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

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Ken Goldberg

/University of California Berkeley

Omar Khattab

/PhD Candidate; Creator of DSPy & ColBERT
Stanford

Monica Lam

/Professor
Stanford

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Noam Brown

/OpenAI

Thang Luong

/Senior Staff Research Scientist
Google DeepMind

Yu Su

/Distinguished Assistant Professor
Ohio State University

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Matt Bell

/Member of Technical Staff
Anthropic

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James Zou

/Professor
Stanford

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Hannaneh Hajishirzi

/Professor
University of Washington

Maithra Raghu

/CEO
Samaya AI

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Philip Levis

/Stanford

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Matei Zaharia

/UC Berkeley

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Harrison Chase

/CEO
Langchain

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Michael Carbin

/Michael Carbin

Deepti Raghavan

/Assistant Professor (Starting July 2024)
Brown University

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Lingjiao Chen

/PhD researcher
Stanford

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Yoav Shoham

/Stanford

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Bryan McCann

/You.com

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Liana Patel

/Stanford

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