Author

Aaqib Saeed

3 papers indexed here

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#artificial intelligence Preprint Oct 2026

Retrieval-Augmented Multimodal Language Model with Heterogeneous Evidence Integration for Clinical Prognosis

Clinical prognosis requires integrating structured measurements, physiological waveforms, longitudinal history, and population context. We introduce PRISM (Population-Retrieved Inference for Structured Multimodal Prognosis), a multimodal language model that combines per-feature numerical tokenization, recency-weighted...

Hamza Shafiq, Jia-Lu Tang, Ting Dang et al. · 0 citations

#machine learning Preprint Aug 2026

CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation

Heterogeneous cardiac signals can mutually supervise a single foundation model of cardiac physiology using a physiology-aware joint-embedding predictive architecture built on a physiology-aware joint-embedding predictive architecture.

Hamza Shafiq, Hung Manh Pham, Bin Zhu et al. · 3 citations · ⚡1

#artificial intelligence Preprint Aug 2026

Zero-Shot Respiratory Sound Classification through LLM-Augmented Audio-Text Alignment

This work proposes a framework that aligns self-supervised respiratory encoders with medical terminology in a shared latent space turning them into a zero-shot-capable foundation model, and uses a medical LLM to synthesize structured reports from metadata, creating dense semantic anchors for contrastive learning.

Mustafa Talha İlerisoy, Hung Manh Pham, Mathias Funk et al. · 0 citations