Tutorial at PReMI 2025 - Beyond Transformers - Deep Dive into Mamba and SSMs

Tutorial: Beyond Transformers - Deep Dive into Mamba and State Space Models

Presented at the 11th International Conference on Pattern Recognition and Machine Intelligence (PReMI 2025), IIT Delhi.

This tutorial session explored:

• State Space Models (SSMs) fundamentals and evolution
• Mamba architecture - a linear-time sequence modeling alternative to transformers
• Selective state spaces and their advantages
• Comparison of SSMs vs Transformers for various sequence modeling tasks
• Nemotron Nanov3

PReMI 2025 brought together researchers and practitioners in pattern recognition, machine intelligence, and related fields from across the globe.

Conference Date: December 11-14, 2025 Tutorial Date: December 11, 2025 (Pre-conference Tutorial Day)