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cs.LG2026
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…
cs.LG2026
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…
cs.LG2026
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…