Siddhartha Raman Sundara Raman

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Distributed Systems & Hardware (1)Inference & Quantization (1)

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Jaydeep P. Kulkarni (1)

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Feb 15, 2026

Siddhartha Raman Sundara Raman +1Feb 15, 2026

ABI: A tightly integrated, unified, sparsity-aware, reconfigurable, compute near-register file/cache GPU architecture with light-weight softmax for deep learning, linear algebra, and Ising compute

A novel GPU architecture slashes energy consumption by up to 13x and boosts speed by up to 16x across diverse workloads, including LLMs and Ising models.

Siddhartha Raman Sundara Raman, Jaydeep P. Kulkarni

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

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Siddhartha Raman Sundara Raman

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)