Dev.to Machine Learning3h ago|Research & PapersProducts & Services

Flux: The Quantity Passing Through a Surface

This article discusses the concept of flux, which represents the quantity passing through a surface. It explores the transport definition of flux and how it can be a single vector or a vector field/function of position.

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Why it matters

This article highlights the importance of understanding the concept of flux and its applications in various domains, as well as the need for language models to be able to reliably differentiate between fact, belief, and knowledge.

Key Points

  • 1Flux can be a single vector or a vector field/function of position
  • 2The author looks for weaknesses in arguments, systems, and architectures to understand their structure
  • 3The author draws connections between seemingly unrelated domains, such as self-blame and a different domain
  • 4As language models become integral to various fields, their ability to differentiate between fact, belief, and knowledge is essential for reliable decision-making

Details

The article discusses the concept of flux, which is defined as the quantity passing through a surface. It explores the transport definition of flux, which can be a single vector or a vector field/function of position. The author mentions that they instinctively look for weaknesses in arguments, systems, and architectures, as this helps them understand the underlying structure. The article also draws connections between seemingly unrelated domains, such as self-blame and a different domain, suggesting that the underlying structure can be the same. Additionally, the article discusses the importance of language models (LMs) in fields like healthcare, law, and journalism, and the need for these models to be able to differentiate between fact, belief, and knowledge for reliable decision-making. The article concludes by highlighting the centrality of surface, understanding, and different to this problem.

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