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S. Samui

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#artificial intelligence Preprint Sep 2026

Rank-Reliable Teacher-Guided Fitness Approximation for Expensive Evolutionary Optimization: A TinyML Architecture Search Study

Expensive evolutionary search does not always need an exact fitness estimate for every candidate. It often needs a reliable answer to a simpler question: which candidate is better? We address this need through Teacher-Guided Learning NSGA-II (TGL-NSGA-II), a low-fidelity framework for constrained Tiny Machine Learning...

Soumen Garai, S. Samui · 0 citations
Conference Jul 2026

EchoVision: A Decoupled Audio-Visual Retrieval Framework for Video Question Answering

Multimodal video question answering (VideoQA) remains largely vision-centric, underutilizing auditory signals that are essential for real-world understanding. We propose EchoVision, a retrieval-based audio-visual framework that abandons explicit cross-modal fusion in favor of a decoupled dual-pipeline design with impli...

Subhajit Sarkar, Joyita Chakraborty, Sagnik Nandi et al. · 0 citations

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