An agent factory combining sub-kernel ILP assembly with multi-agent cross-optimization lets general coding agents deliver mean 8.27x speedups in HLS designs on standard benchmarks.
LLM-DSE: Searching accelerator parameters with LLM agents
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
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2026 3representative citing papers
A3D is an agentic AI system that automates end-to-end hardware accelerator design for complex applications like LAMMPS and QMCPACK with no human intervention.
HYPERHEURIST uses simulated annealing to refine functionally validated LLM-generated RTL designs, producing more stable PPA optimization than single-pass LLM generation across eight benchmarks.
citing papers explorer
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Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization?
An agent factory combining sub-kernel ILP assembly with multi-agent cross-optimization lets general coding agents deliver mean 8.27x speedups in HLS designs on standard benchmarks.
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A3D: Agentic AI flow for autonomous Accelerator Design
A3D is an agentic AI system that automates end-to-end hardware accelerator design for complex applications like LAMMPS and QMCPACK with no human intervention.
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HYPERHEURIST: A Simulated Annealing-Based Control Framework for LLM-Driven Code Generation in Optimized Hardware Design
HYPERHEURIST uses simulated annealing to refine functionally validated LLM-generated RTL designs, producing more stable PPA optimization than single-pass LLM generation across eight benchmarks.