Konstantinos Christopher Tsiolis, Denny Wu, Christos Thrampoulidis, and Murat A. Erdogdu. SGD in Multiclass Logistic Regression: Sequential Learning and Scaling Laws arXiv preprint arXiv:2609.07868, 2026.
Konstantinos Christopher Tsiolis, Alireza Mousavi-Hosseini, and Murat A. Erdogdu. From Information to Generative Exponent: Learning Rate Induces Phase Transitions in SGD. In Advances in Neural Information Processing Systems, 2025.
Konstantinos Christopher Tsiolis. Contrastive Learning as Kernel Approximation. McGill University (Canada), 2023.
Jingyi He, KC Tsiolis, Kian Kenyon-Dean, and Jackie Chi Kit Cheung. Learning Efficient Task-Specific Meta-Embeddings with Word Prisms. In Proceedings of the 28th International Conference on Computational Linguistics, pages 1229–1241, Barcelona, Spain (Online). International Committee on Computational Linguistics, 2020.