@article{placementsemanticsfordistributeddeeplear, title = {Placement Semantics for Distributed Deep Learning: A Systematic Framework for Analyzing Parallelism Strategies}, author = {Deep Pankajbhai Mehta}, year = {2026}, eprint = {2601.02311}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.02311}, }