84 citations · 94 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 10 cited
RL4ReAl: Reinforcement Learning for Register Allocation
S. VenkataKeerthy, Siddharth Jain, Anilava Kundu +3
We aim to automate decades of research and experience in register allocation, leveraging machine learning. We tackle this problem by embedding a multi-agent reinforcement learning…
cs.PL2019★ 84 cited
IR2Vec: LLVM IR based Scalable Program Embeddings
S. VenkataKeerthy, Rohit Aggarwal, Shalini Jain +3
We propose IR2Vec, a Concise and Scalable encoding infrastructure to represent programs as a distributed embedding in continuous space. This distributed embedding is obtained by co…