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, ...

The occurrence of class-imbalanced datasets is a frequent observation in ... demonstrated notable benefits in mitigating overfitting, enhancing generalization, and improving Recall and F1 score within ...

We’re brought up to say that the dual concept of injection is surjection, and of course there’s a perfectly good reason for this. The monics in the category of sets are the injections, the epics are ...

In addition to being a runnable CLI tool, D2 can also be used to produce diagrams from Go programs. For examples, see ./docs/examples/lib. This blog post also demos a complete, runnable example of ...

Introduction: Retinal diseases significantly impact patients’ quality of life and increase social medical costs. Optical coherence tomography (OCT) offers high-resolution imaging for precise detection ...

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 ...