| Allo: A Programming Model for Composable Accelerator Design | Apr 7, 2024 | GPUHigh-Level Synthesis | CodeCode Available | 3 |
| Fast inference of deep neural networks in FPGAs for particle physics | Apr 16, 2018 | BIG-bench Machine LearningHigh-Level Synthesis | CodeCode Available | 2 |
| HLSTransform: Energy-Efficient Llama 2 Inference on FPGAs Via High Level Synthesis | Apr 29, 2024 | CPUEdge-computing | CodeCode Available | 2 |
| Understanding the Potential of FPGA-Based Spatial Acceleration for Large Language Model Inference | Dec 23, 2023 | GPUHigh-Level Synthesis | CodeCode Available | 2 |
| HLSFactory: A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond | May 1, 2024 | BenchmarkingHigh-Level Synthesis | CodeCode Available | 2 |
| SynthAI: A Multi Agent Generative AI Framework for Automated Modular HLS Design Generation | May 25, 2024 | High-Level SynthesisRAG | CodeCode Available | 1 |
| rule4ml: An Open-Source Tool for Resource Utilization and Latency Estimation for ML Models on FPGA | Aug 9, 2024 | High-Level Synthesis | CodeCode Available | 1 |
| LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics | Sep 28, 2022 | GPUGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Source-to-Post-Route QoR Prediction in High-Level Synthesis with GNNs | Jan 14, 2024 | graph constructionHigh-Level Synthesis | CodeCode Available | 1 |
| GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration | Jan 20, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| LLM-DSE: Searching Accelerator Parameters with LLM Agents | May 18, 2025 | High-Level Synthesis | CodeCode Available | 1 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| GNNHLS: Evaluating Graph Neural Network Inference via High-Level Synthesis | Sep 27, 2023 | CPUGPU | CodeCode Available | 1 |
| Towards a Comprehensive Benchmark for High-Level Synthesis Targeted to FPGAs | Sep 26, 2023 | High-Level Synthesis | CodeCode Available | 1 |
| AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning | Jan 15, 2019 | Deep Reinforcement LearningHigh-Level Synthesis | CodeCode Available | 1 |
| Design and Implementation of an FPGA-Based Hardware Accelerator for Transformer | Mar 20, 2025 | CPUHigh-Level Synthesis | CodeCode Available | 1 |
| Accelerating Recurrent Neural Networks for Gravitational Wave Experiments | Jun 26, 2021 | High-Level SynthesisTime Series | CodeCode Available | 1 |
| AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning | Mar 2, 2020 | Deep Reinforcement LearningHigh-Level Synthesis | CodeCode Available | 1 |
| DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference | Apr 13, 2023 | CPUGPU | CodeCode Available | 1 |
| Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-Experts | May 30, 2023 | CPUGPU | CodeCode Available | 1 |
| LeFlow: Enabling Flexible FPGA High-Level Synthesis of Tensorflow Deep Neural Networks | Jul 14, 2018 | BIG-bench Machine LearningHigh-Level Synthesis | CodeCode Available | 1 |
| HLS-Eval: A Benchmark and Framework for Evaluating LLMs on High-Level Synthesis Design Tasks | Apr 16, 2025 | High-Level SynthesisLarge Language Model | CodeCode Available | 1 |
| A scalable and efficient convolutional neural network accelerator using HLS for a System on Chip design | Apr 27, 2020 | High-Level Synthesis | CodeCode Available | 1 |
| AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs | Mar 15, 2024 | Bayesian OptimizationHigh-Level Synthesis | —Unverified | 0 |
| A system on chip for melanoma detection using FPGA-based SVM classifier | Sep 30, 2021 | ClassificationHigh-Level Synthesis | —Unverified | 0 |
