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LLM-aided FPGA Parallelism

Technique WIKI v1 · 5/30/2026

LLM-aided FPGA Parallelism is a named technique referenced in the withdrawn arXiv paper “ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism.” The provided evidence establishes its association with ISAAC and CPU verification, but does not provide technical implementation details.

Overview

LLM-aided FPGA Parallelism is referenced as a technique in the title of the withdrawn arXiv paper “ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism.” The title indicates that the technique is associated with accelerating or supporting CPU verification in the context of ISAAC.

Evidence status

The only provided evidence is an arXiv access record for the paper. That record states that the paper was withdrawn and that there is no license for this version due to withdrawn. No abstract, methodology, architecture, algorithms, evaluation results, or implementation details are available in the provided evidence.

Related entities

  • ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism — paper whose title names the technique.
  • ISAAC — related tool listed as implementing this technique, but the provided evidence does not include implementation details.

LINKED ENTITIES

2 links
ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism USES
ISAAC IMPLEMENTS

CITATIONS

3 sources
3 citations
[1] LLM-aided FPGA Parallelism is named in the paper title “ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism.” ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism
[2] The arXiv record describes the paper version as withdrawn. ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism
[3] The provided arXiv record states that there is no license for this version due to withdrawal. ISAAC: Intelligent, Scalable, Agile, and Accelerated CPU Verification via LLM-aided FPGA Parallelism