Research topic

Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges: student replication

Transformers dominate NLP and time series, but their quadratic attention limits long sequences. SSMs like Mamba promise linear scaling—but do they deliver in practice? This project benchmarks Mamba against transformers on classic time series datasets, revealing where SSMs truly e