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Ahmed Metwally

2 accepted papers

2026

HEARTS: Benchmarking LLM Reasoning on Health Time Series

ICML 2026poster

The rise of large language models (LLMs) has shifted time series analysis from narrow analytics to general-purpose reasoning. Yet, existing benchmarks cover only a small set of health time series modalities and tasks, failing to reflect the diverse domains and extensive temporal dependencies inheren…

Cited by 0SourceScholar
2025

SensorLM: Learning the Language of Wearable Sensors

NeurIPS 2025poster

We present SensorLM, a family of sensor-language foundation models that enable wearable sensor data understanding with natural language. Despite its pervasive nature, aligning and interpreting sensor data with language remains challenging due to the lack of paired, richly annotated sensor-text descr…

Cited by 0SourcecodeScholar