Ember: A Compiler for Embedding Operations on Decoupled Access-Execute Architectures

@inproceedings{siracusa2026ember,
  author    = {Siracusa, Marco and Hsu, Olivia and Soria-Pardos, Victor and Randall, Joshua and Grasset, Arnaud and Biscondi, Eric and Joseph, Doug and Allen, Randy and Kjolstad, Fredrik and Planas, Miquel Moretó and Armejach, Adrià},
  title     = {{Ember}: A Compiler for Embedding Operations on Decoupled Access-Execute Architectures},
  booktitle = {2026 IEEE/ACM International Symposium on Code Generation and Optimization (CGO)},
  year      = {2026},
  month     = jan,
  pages     = {150--163},
  publisher = {IEEE},
  doi       = {10.1109/CGO68049.2026.11395192},
  url       = {https://doi.org/10.1109/CGO68049.2026.11395192},
  keywords  = {Recommendation models, Large language models, Graph learning models, Tensor compilers, Hardware-software co-design, Machine learning accelerators}
}

Marco Siracusa, Olivia Hsu, Victor Soria-Pardos, Joshua Randall, Arnaud Grasset, Eric Biscondi, Doug Joseph, Randy Allen, Fredrik Kjolstad, Miquel Moretó Planas, and Adrià Armejach. Ember: A Compiler for Embedding Operations on Decoupled Access-Execute Architectures. CGO, 2026.