geometry

2 items

RESEARCHarXiv CS.LG·26d ago

A Unified Geometric Framework for Weighted Contrastive Learning

Contrastive learning aims to preserve relational structure in sample representations by reflecting a similarity graph. This paper interprets weighted InfoNCE objectives as Distance Geometry Problems, providing a unified geometric framework and exact characterizations of optimal embeddings, revealing how class imbalance affects inter-class similarities in SupCon.

neural networks contrastive learning machine learning geometry

DOCGoogle for Developers (YouTube)·29d ago

What happens when passing a triangle to the shape union area function?

This content addresses the question of what happens when passing a triangle to a shape union area function. It explores the behavior and expected outcome of such an algorithmic operation.

shape union geometry computational geometry Algorithms

What happens when passing a triangle to the shape union area function?