Rahul Bera

Papers on Lattice

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Research focus

Architecture Design (Transformers, SSMs, MoE) (2)Distributed Systems & Hardware (2)Training Efficiency & Optimization (1)

Frequent co-authors

Rakesh Nadig (1)Onur Mutlu (1)

Papers (2)

Mar 15, 2026

Rahul Bera +2Mar 15, 2026

Machine Learning-Driven Intelligent Memory System Design: From On-Chip Caches to Storage

ML-powered memory management policies can significantly outperform human-designed heuristics, unlocking performance and efficiency gains previously unattainable in memory subsystems.

Rahul Bera, Rakesh Nadig, Onur Mutlu

Architecture Design (Transformers, SSMs, MoE)Distributed Systems & Hardware Training Efficiency & Optimization

Mar 8, 2026

Rahul BeraMar 8, 2026

Mitigating the Memory Bottleneck with Machine Learning-Driven and Data-Aware Microarchitectural Techniques

By intelligently leveraging application data characteristics and machine learning, microarchitectural designs can overcome memory bottlenecks and achieve substantial performance and energy efficiency gains.

Rahul Bera

Architecture Design (Transformers, SSMs, MoE)Distributed Systems & Hardware

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Rahul Bera

Research focus

Frequent co-authors

Papers (2)