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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Aman Chandra H

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3 papers indexed here

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Conference Open access Aug 2026

Prevalence Shift and ICU Mortality Miscalibration Across Institutions

Machine learning models for predicting in-hospital mortality in intensive care units (ICUs) are increasingly deployed across hospital systems with heterogeneous patient populations and outcome rates. Despite growing awareness of dataset shift, the calibration consequences of hospital-level prevalence variation remain u...

Aman Chandra H, Stuti Shivhare, Suyash Sahu · 0 citations
Conference Aug 2026

NOMOS: A Retrieval-Augmented Generation Framework for Jurisdiction-Specific Legal Question Answering over Indian Statutory Corpora

Access to legal information in India remains disproportionately limited due to the complexity of statutory language, jurisdictional specificity, and the absence of AI tools designed for the Indian legal context. General-purpose large language models (LLMs), while capable of broad question answering, frequently hallucin...

Sameer Kulkarni, Aman Chandra H, Saadhvi S et al. · 0 citations
Conference Open access Aug 2026

Language as a Hidden Variable: Measuring Behavioral Divergence in Multilingual Large Language Models

Multilingual large language models (LLMs) are widely assumed to behave consistently regardless of the language in which a prompt is expressed. We challenge this assumption through a controlled empirical study in which language itself is isolated as the sole independent variable. We present 30 semantically equivalent pr...

Aman Chandra H, Sameer Kulkarni, S. Nithin et al. · 0 citations

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