Author

Michael L. Roberts

2 papers indexed here

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Preprint Jul 2026

Triton for MTIA: Bridging the Programming Model Gaps for Custom AI Accelerators

This work presents the first production-scale application of Triton on a custom ML accelerator, MTIA-2i, developed by Meta, and develops a new compiler backend that targets it, introduces enhancements to TorchInductor code generation, and proposes minimal language extensions that expose MTIA-specific architectural feat...

Haishan Zhu, Domi Yan, Michael Levesque-Dion et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Higher Structures in Deep Learning

A novel empirical investigation of higher-arity phenomenon in trained neural networks is conducted, a hypergraphical generalization of the multilayer perceptron is introduced, and connections to evolutionary algorithms are explored.

Michael L. Roberts, Carlos Zapata Carratalá Nicholas J. Cooper, Lijun Chen et al. · 0 citations