# Rethinking Machine Learning Collective Communication as a Multi-Commodity Flow Problem

> Research article (Proceedings of the ACM SIGCOMM 2024 Conference, 2024) · cited 20× · AI/ML

**Wikidata**: [openalex:W4401176822](https://www.wikidata.org/wiki/openalex:W4401176822)  
**Source**: https://4ort.xyz/entity/rethinking-machine-learning-collective-communication-as-a-multi-commodity-flow-problem