Frontiers of Materials That Learn: Proceedings of a Workshop (2026)

Chapter: 2 Physical Learning Implemented in Physical Systems

Previous Chapter: 1 Introduction
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 6
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 7
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 8
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 9
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 10
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 11
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 12
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 13
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 14
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 15
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 16
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 17
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 18
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 19
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 20
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 21
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 22
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 23
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 24
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 25
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 26
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 27
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 28
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 29
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 30
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 31
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 32
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 33
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 34
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 35
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 36
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 37
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 38
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 39
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 40
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 41
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 42
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 43
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 44
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 45
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 46
Suggested Citation: "2 Physical Learning Implemented in Physical Systems." National Academies of Sciences, Engineering, and Medicine. 2026. Frontiers of Materials That Learn: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/29341.
Page 47
Next Chapter: 3 Biological Materials as Substrates for Intelligent Behavior
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