Mutual Information Maximization

method ID: mutualinformationmaximization

Related Papers

An Unsupervised Sentence Embedding Method by Mutual Information Maximization

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractBERT is inefficient for sentence-pair tasks such as clustering or semantic search as it needs to evaluate combinatorially many sentence pairs which is very time-consuming. Sentence BERT (SBERT) attempted to …...

30940

Efficient Document Retrieval by End-to-End Refining and Quantizing BERT Embedding with Contrastive Product Quantization

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractEfficient document retrieval heavily relies on the technique of semantic hashing, which learns a binary code for every document and employs Hamming distance to evaluate document distances. However, existing semantic …...

31573

Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractVideo multimodal fusion aims to integrate multimodal signals in videos, such as visual, audio and text, to make a complementary prediction with multiple modalities contents. However, unlike other image-text multimodal …...

38731