Hacker News·4 min read·hard

Persistent State Machines: LLM Attention with INT4 In-Memory Cells

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yusuke_esaka
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Researchers present a formal framework for Large Language Model attention operators using Persistent State Machines (PSMs) implemented on programmable logic fabric. The study demonstrates that this architecture achieves high efficiency and low power consumption, validated through FPGA implementations.

Persistent State Machines: Complete Mathematical Proofs and Vivado Implementation Synthesis (Version 8.0)

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Persistent State Machines: LLM Attention with INT4 In-Memory Cells — Headlinne — headlinne