Rodio, A., Neglia, G., Chen, Z., & Larsson, E. G. (2026). A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication. Proceedings of the AAAI Conference on Artificial Intelligence, 40(30), 25151–25159. https://doi.org/10.1609/aaai.v40i30.39705