Abstract: Deep learning methods often struggle with the domain shift problem, leading to poor generalization on out-of-domain (OOD) data. To address the problem, domain generalization (DG) has been ...

In his book The Mathematical Universe, mathematician William Dunham wrote of John Venn’s namesake legacy, the Venn diagram, “No one in the long history of mathematics ever became better known ...

Through extensive experiments on the DMControl Generalization Benchmark (DMControl-GB) and Procgen, our method demonstrates superior performance compared to existing frequency-based, ...

Recall represented the proportion of targets for a class of weeds in the sample that were correctly ... the more accurate). Figure 8 Effect diagram of weed prediction of the You Only Look Once model ...

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The figure on the left was the LASSO coefficient path diagram, where each curve represents the trajectory of the coefficient of each variable, and the variables first reached to point 0 were excluded.

Adam (Adaptive Moment Estimation) optimizer combines the advantages of two other optimization algorithms: RMSprop and momentum, maintaining exponentially decaying average of past gradients and squared ...