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Home/Authors/Mirza Samad Ahmed Baiga

Mirza Samad Ahmed Baiga

1 indexed paper

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Publications per year

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26

Top categories

ML×1AI×1NLP×1Vision×1Emerging Tech×1

Frequent co-authors

Syeda Anshrah Gillani1×

Research Timeline

2026
FreqLite: A Lightweight Frequency-Decomposed Linear Model with Adaptive Reversible Normalization for Robust Long-Term Time-Series Forecasting

FreqLite introduces an ultra-lightweight, frequency-decomposed linear model that significantly outperforms complex transformers on long-term time-series forecasting while drastically reducing computational overhead.

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Papers

cs.LGcs.AIcs.CLRecentMay 31, 2026

FreqLite: A Lightweight Frequency-Decomposed Linear Model with Adaptive Reversible Normalization for Robust Long-Term Time-Series Forecasting

Mirza Samad Ahmed Baiga, Syeda Anshrah Gillani

FreqLite introduces an ultra-lightweight, frequency-decomposed linear model that significantly outperforms complex transformers on long-term time-series forecasting while drastically reducing computat…

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