Richie Steigerwald
Also known as Richard Steigerwald
Richie Steigerwald is a machine-learning researcher who has worked on reinforcement learning and generative world models. A master's degree in computer science from California Polytechnic State University, San Luis Obispo, came in 2013, with a thesis on sketch recognition. He later coauthored In-context Reinforcement Learning with Algorithm Distillation in 2022, Vision-Language Models as a Source of Rewards in 2023, and Genie in 2024, an 11-billion-parameter foundation world model from Google DeepMind. Genie received a Best Paper award at ICML 2024. He works at Reflection AI.
- Now at
- Reflection AI
- Badges
Timeline
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2013
A sketch recognition thesis
He completes an MS in computer science at California Polytechnic State University, San Luis Obispo, in June 2013, advised by Zoë Wood. His thesis, Computer Sketch Recognition, concerns how well computers classify sketches drawn by humans.
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2022
The Algorithm Distillation paper
In 2022, he is among the authors of In-context Reinforcement Learning with Algorithm Distillation. The paper proposes distilling reinforcement learning algorithms into neural networks by modeling their training histories with a causal sequence model.
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2023
Vision-language models as rewards
He coauthors Vision-Language Models as a Source of Rewards in 2023. The paper investigates whether off-the-shelf vision-language models can supply rewards for reinforcement learning agents.
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2024
Genie, a foundation world model
He is a Google DeepMind coauthor of Genie, an 11-billion-parameter foundation world model released in 2024. Genie generates action-controllable virtual worlds from text, images, photographs and sketches.
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2024
Best Paper at ICML
Genie receives a Best Paper award at ICML 2024 and is presented there as an oral. He is one of the 25 authors listed on the paper.
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As of October 2026
Work at Reflection AI
As of October 2026, he works at Reflection AI.
Career
Education
- 2013California Polytechnic State University, San Luis ObispoMS
Sources and credits
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- "Computer Sketch Recognition" by Richard Steigerwald
- Richie Steigerwald - Google Scholar
- In-context Reinforcement Learning with Algorithm Distillation
- Vision-Language Models as a Source of Rewards
- Genie: Generative Interactive Environments
- Genie: Generative Interactive Environments — Google DeepMind
- ICML 2024 Awards