3 papers
q-bio.QM2025
Few-Label Multimodal Modeling of SNP Variants and ECG Phenotypes Using Large Language Models for Cardiovascular Risk Stratification
Niranjana Arun Menon, Yulong Li, Iqra Farooq +3
Cardiovascular disease (CVD) risk stratification remains a major challenge due to its multifactorial nature and limited availability of high-quality labeled datasets. While genomic…
cs.SD2025
SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes
Tony Alex, Sara Ahmed, Armin Mustafa +2
Self-supervised pre-trained audio networks have seen widespread adoption in real-world systems, particularly in multi-modal large language models. These networks are often employed…
cs.SD2025
PAL: Probing Audio Encoders via LLMs -- Audio Information Transfer into LLMs
Tony Alex, Wish Suharitdamrong, Sara Atito +4
Integration of audio perception into large language models (LLMs) is an emerging research area for enabling machine listening applications, yet efficient transfer of rich audio sem…