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Interpolation vs extrapolation: How to forecast the future?

Dataconomy

In a detailed comparison, we’ll look at the similarities and differences between interpolation vs extrapolation. The words “interpolation” and “extrapolation” may seem extremely technical, but they’re not that complex.

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Frame Generation Essentials: Interpolation, Extrapolation, and Reprojection

Hacker News

More frame rate in gaming through various frame generation technologies. There is also talk about lagless and artifactless frame generation technologies.

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Positional description matters for transformers arithmetic

Hacker News

We investigate the value of these modifications for three tasks: (i) classical multiplication, (ii) length extrapolation in addition, and (iii) addition in natural language context.

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Cycling Doping Fallacies

Hacker News

I make the case that we cannot extrapolate clean performances from Lance Armstrong’s doped performances against doped rivals in the Tour de France.

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Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length

Hacker News

The quadratic complexity and weak length extrapolation of Transformers limits their ability to scale to long sequences, and while sub-quadratic solutions like linear attention and state space models exist, they empirically underperform Transformers in pretraining efficiency and downstream task accuracy.

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Generalization on the Unseen, Logic Reasoning and Degree Curriculum

Machine Learning Research at Apple

arithmetic/logic) makes representative data sampling challenging, and learning successfully under GOTU gives a first vignette of an 'extrapolating' or 'reasoning' learner. This is motivated by the fact that the rich combinatorial nature of data in certain reasoning tasks (e.g.,

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GraphGPT: Extrapolating knowledge graphs from unstructured text

Hacker News

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