Reinforcement Learning within Tree Search for Fast Macro Placement
Macro placement is a crucial step in modern chip design, and reinforcement learning (RL)
has recently emerged as a promising technique for improving the placement quality …
has recently emerged as a promising technique for improving the placement quality …
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design
Logic Synthesis (LS) plays a vital role in chip design--a cornerstone of the semiconductor
industry. A key task in LS is to transform circuits--modeled by directed acyclic graphs (DAGs) …
industry. A key task in LS is to transform circuits--modeled by directed acyclic graphs (DAGs) …
Energy-Guided Diffusion Sampling for Offline-to-Online Reinforcement Learning
Combining offline and online reinforcement learning (RL) techniques is indeed crucial for
achieving efficient and safe learning where data acquisition is expensive. Existing methods …
achieving efficient and safe learning where data acquisition is expensive. Existing methods …