DIFFUSION-LINK: DIFFUSION PROBABILISTIC MODEL FOR BRIDGING THE AUDIO-TEXT MODALITY GAP
Contrastive audio-language pretraining yields powerful joint representations, yet a persistent audio-text modality gap limits the benefits of coupling multimodal encoders with large language models (LLMs). We present Diffusion-Link, a diffusion-based modality-bridging module that generatively maps a…