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cs.LG2025
DAPO: Design Structure-Aware Pass Ordering in High-Level Synthesis with Graph Contrastive and Reinforcement Learning
Jinming Ge, Linfeng Du, Likith Anaparty +8
High-Level Synthesis (HLS) tools are widely adopted in FPGA-based domain-specific accelerator design. However, existing tools rely on fixed optimization strategies inherited from s…
cs.LG2024
Accel-NASBench: Sustainable Benchmarking for Accelerator-Aware NAS
Afzal Ahmad, Linfeng Du, Zhiyao Xie +1
One of the primary challenges impeding the progress of Neural Architecture Search (NAS) is its extensive reliance on exorbitant computational resources. NAS benchmarks aim to simul…