Author

Siddharth Patel

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Preprint Oct 2026

Learn the Interface, Not the Implementation: Output Representation Dominates Training Regime in LLM-Based RTL Generation

Large-language-model register-transfer-level (RTL) generation has concentrated on how to train the model: fine-tuning, continued pre-training, and reinforcement learning from a verifier. We argue this is the second-order question. On a bounded, formally specifiable task of generating single-error-correcting, double-err...

Siddharth Patel, Vikram Singh, S. Malu et al. · 0 citations

Review Aug 2026

AI Hardware Accelerators for Large Language Models: Architectures and the Memory Wall

This review surveys the full landscape of AI hardware accelerators for LLMs, including general-purpose GPUs, custom ASICs, reconfigurable FPGAs, processing-in-memory and near-memory architectures, and emerging neuromorphic and photonic approaches across cloud and edge deployment.

Siddharth Patel, Rohit Singh · 0 citations