IEEE

Imaginary-Connected Embedding in Complex Space for Unseen Attribute-Object Discrimination

Abstract: Compositional Zero-Shot Learning (CZSL) aims to recognize novel compositions of seen primitives. Prior studies have attempted to either learn primitives individually (non-connected) or ...
GitHub

Toward Universal Multimodal Embedding

TL;DR: This article provides a systematic review of the evolution of multimodal embedding technology, tracing its journey from the advent of CLIP to the current era of Universal Multimodal Embedding.
the-decoder

Perplexity open-sources embedding models that match Google and Alibaba at a fraction of the memory cost

Perplexity has released two open-source embedding models, pplx-embed-v1 and pplx-embed-context-v1, designed to convert search queries and documents into numerical vectors for preselecting relevant ...
IEEE

A Hierarchical Knowledge Graph Embedding Framework for Link Prediction

Abstract: Knowledge graph embedding maps the semantics of entities and relations to a low-dimensional space by optimizing the vector distance between positive and negative triples. Traditional ...