Sharad Sinha

Papers on Lattice

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Research focus

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

Frequent co-authors

Enlai Li (1)Zhe Lin (1)Wei Zhang (1)

Papers (1)

Mar 31, 2026

Enlai Li +3Mar 31, 2026

AP-DRL: A Synergistic Algorithm-Hardware Framework for Automatic Task Partitioning of Deep Reinforcement Learning on Versal ACAP

Achieve up to 4x faster DRL training by intelligently partitioning tasks across CPU, FPGA, and AI Engines on AMD Versal ACAP, automatically selecting the optimal hardware based on operation characteristics.

Enlai Li, Zhe Lin, Sharad Sinha +1

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

Sharad Sinha

Research focus

Frequent co-authors

Papers (1)

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Sharad Sinha

Research focus

Frequent co-authors

Papers (1)