A mathematical perspective on Transformers

17 December 2023

Papers citing "A mathematical perspective on Transformers"

8 / 8 papers shown

Title
Dual Filter: A Mathematical Framework for Inference using Transformer-like Architectures Heng-Sheng Chang P. Mehta 34 0 0 01 May 2025
Quantitative Clustering in Mean-Field Transformer Models Shi Chen Zhengjiang Lin Yury Polyanskiy Philippe Rigollet 24 0 0 20 Apr 2025
OT-Transformer: A Continuous-time Transformer Architecture with Optimal Transport Regularization Kelvin Kan Xingjian Li Stanley Osher 89 2 0 30 Jan 2025
Emergence of meta-stable clustering in mean-field transformer models Giuseppe Bruno Federico Pasqualotto Andrea Agazzi 37 6 0 30 Oct 2024
Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers Lorenzo Tiberi Francesca Mignacco Kazuki Irie H. Sompolinsky 29 5 0 24 May 2024
Redesigning the Transformer Architecture with Insights from Multi-particle Dynamical Systems Subhabrata Dutta Tanya Gautam Soumen Chakrabarti Tanmoy Chakraborty 39 15 0 30 Sep 2021
A Class of Dimension-free Metrics for the Convergence of Empirical Measures Jiequn Han Ruimeng Hu Jihao Long 14 3 0 24 Apr 2021
Trainability and Accuracy of Neural Networks: An Interacting Particle System Approach Grant M. Rotskoff Eric Vanden-Eijnden 51 114 0 02 May 2018