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cs.SD2026
SincDPNet: Interpretable Raw-Waveform Bathroom Activity Recognition for Assistive Living
Debolina Chowdhury, Suman Samui, Sujoy Saha
Bathroom acoustic-event recognition can support ambient assisted living in settings where continuous video monitoring is undesirable. However, practical deployment requires models…
cs.AI2026
Rank-Reliable Teacher-Guided Fitness Approximation for Expensive Evolutionary Optimization: A TinyML Architecture Search Study
Soumen Garai, Suman Samui
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?…
cs.CL2026
SKG-Eval: Stateful Evaluation of Multi-Turn Dialogue via Incremental Semantic Knowledge Graphs
Avijit Shil, Suman Samui
Evaluating multi-turn dialogue systems remains challenging because response quality depends not only on the current prompt, but also on previously established entities, claims, and…