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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hao Zhou

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Book Open access Aug 2026

EDA Job Scheduling Using Reinforcement Learning with Adaptive Macro Actions

Adaptive Job Selection (AJS), a reinforcement learning-based agent that learns to schedule pending jobs for reduced job waiting and completion time on LSF clusters for EDA workloads, is presented, becoming the first open-source, deployable RL-based scheduler designed for production EDA environments.

Yiming Shao, Aijun An, Michael Spriggs et al. · 0 citations
Book Open access Aug 2026

EDA Job Scheduling Using Reinforcement Learning with Adaptive Macro Actions

Job scheduling in Electronic Design Automation (EDA) environments presents unique challenges due to high-frequency job submissions, short job durations, and strict latency requirements. Production schedulers such as IBM Spectrum LSF employ robust heuristics like First-Come-First-Served (FCFS) that provide predictable b...

Yiming Shao, Aijun An, Michael Spriggs et al. · 0 citations

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