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Sriparna Saha

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#artificial intelligence Preprint Oct 2026

MEA: A Reward-Driven Multi-Agent System for Faithful Model Explanations

Recent years have seen the employment of a plethora of machine learning (ML) models in high-stakes domains, but they remain largely opaque to the practitioners who act on their predictions. While post-hoc explanation methods offer a lens into this model behavior, wielding them effectively demands expertise most domain...

Yu-Yang Cheng, Raghav Kaushik Ravi, Srivarshinee Sridhar et al. · 0 citations
#artificial intelligence Preprint Sep 2026

GenoMorph: Pathway-Grounded Genomic Disease Reasoning via Adaptive Latent Computation

Large language models (LLMs) have demonstrated strong capabilities in biological reasoning; however, genomic disease inference remains largely dependent on memorized gene-disease associations rather than understanding biological pathways. This shortcut learning undermines robustness and generalization, and breaks down...

T. Halder, Akash Ghosh, Arijit Roy et al. · 0 citations
#artificial intelligence Preprint Sep 2026

MMTClinic: Multimodal, Multilingual Time Series Question Answering and Reasoning Benchmark for Clinical Domain

MMTClinic is presented, a benchmark designed to evaluate large language models (LLMs) on complex reasoning and question-answering tasks involving clinical time-series and reveals notable differences in model performance across tasks, languages, and modalities, highlighting current limitations in clinical reasoning capa...

Sourav Malakar, Harshit Nigam, Akash Ghosh et al. · 0 citations

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