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Anand Shah

3 accepted papers

2026

Position: Robust AI Personalization Will Require a Human Context Protocol

ICML 2026poster

Personalization underpins the modern digital economy. Today, personalization is largely implemented through provider-managed infrastructure that infers user preferences from behavioral data, with limited portability or user control. However, large language models (LLMs) are increasingly being used t…

Cited by 1SourceScholar
2024

G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training

NeurIPS 2024poster

Medical imaging tasks require an understanding of subtle and localized visual features due to the inherently detailed and area-specific nature of pathological patterns, which are crucial for clinical diagnosis. Although recent advances in medical vision-language pre-training (VLP) enable models to l…

2024

Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

ICML 2024poster

Electrocardiograms (ECGs) are non-invasive diagnostic tools crucial for detecting cardiac arrhythmic diseases in clinical practice. While ECG Self-supervised Learning (eSSL) methods show promise in representation learning from unannotated ECG data, they often overlook the clinical knowledge that can…