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.
Lift: Llm-based pragma insertion for hls via gnn supervised fine-tuning
4 Pith papers cite this work. Polarity classification is still indexing.
4
Pith papers citing it
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2026 4representative citing papers
MailoHLS combines LLM semantic reasoning and GNN structural modeling with multi-adapter PEFT and Pareto optimization to produce near-Pareto-optimal HLS pragma configurations, reporting up to 12.42x latency speedup on seen kernels and 10.2x on unseen ones.
Multi-agent LLM workflow with PMLC localization and evidence RAG claims to outperform prior models on full C-to-HLS-C pipeline verification using Vitis tools.
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.
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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MailoHLS: Multi-Adapter Structure-Aware Learning for Pareto-Driven HLS Pragma Optimization
MailoHLS combines LLM semantic reasoning and GNN structural modeling with multi-adapter PEFT and Pareto optimization to produce near-Pareto-optimal HLS pragma configurations, reporting up to 12.42x latency speedup on seen kernels and 10.2x on unseen ones.
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Evidence-Driven LLM Agent for C-to-Synthesizable-C Conversion and Verification
Multi-agent LLM workflow with PMLC localization and evidence RAG claims to outperform prior models on full C-to-HLS-C pipeline verification using Vitis tools.
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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.