Rodio, Angelo, Giovanni Neglia, Zheng Chen, and Erik G. Larsson. 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):25151-59. https://doi.org/10.1609/aaai.v40i30.39705.