4 papers
RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting
Sumit Satishrao Shevtekar, Chandresh Kumar Maurya
Real-world time series exhibit complex dynamics characterized by multiple simultaneous temporal patterns: short-term fluctuations, periodic seasonal cycles, long-term trends, and i…
MSTN: A Lightweight and Fast Model for General TimeSeries Analysis
Sumit S Shevtekar, Chandresh K Maurya
Real-world time series often exhibit strong non-stationarity, complex nonlinear dynamics, and behavior expressed across multiple temporal scales, from rapid local fluctuations to s…
Predicting Time Pressure of Powered Two-Wheeler Riders for Proactive Safety Interventions
Sumit S. Shevtekar, Chandresh K. Maurya, Gourab Sil
Time pressure critically influences risky maneuvers and crash proneness among powered two-wheeler riders, yet its prediction remains underexplored in intelligent transportation sys…
Improving Bird Classification with Primary Color Additives
Ezhini Rasendiran R, Chandresh Kumar Maurya
We address the problem of classifying bird species using their song recordings, a challenging task due to environmental noise, overlapping vocalizations, and missing labels. Existi…