Geshkovski, Borjan
- A mathematical perspective on Transformers
2023/12/17 by Borjan Geshkovski, Geshkovski, Borjan, Cyril Letrouit +5 · 5 voices · 45 citations
Computer Science · #Topic Modeling #cs.LG #math.AP #math.DS
- The emergence of clusters in self-attention dynamics
2023/05/09 by Borjan Geshkovski, Cyril Letrouit, Geshkovski, Borjan +5 · 2 voices · 28 citations
#cs.LG #math.AP #stat.ML
- Dynamic metastability in the self-attention model
2024/10/09 by Borjan Geshkovski, Hugo Koubbi, Geshkovski, Borjan +5 · 12 citations
Materials Science · Physics and Astronomy · #Block Copolymer Self-Assembly #Theoretical and Computational Physics #Quantum many-body systems
- Turnpike in optimal control of PDEs, ResNets, and beyond
2022/02/08 by Borjan Geshkovski, Geshkovski, Borjan, Enrique Zuazua +1 · 6 citations
Economics, Econometrics and Finance · #Stochastic processes and financial applications
- Measure-to-measure interpolation using Transformers
2024/11/07 by Borjan Geshkovski, Geshkovski, Borjan, Philippe Rigollet +3 · 1 voice · 6 citations
#math.OC #cs.LG #stat.ML
- Large-time asymptotics in deep learning
2020/08/06 by Esteve, Carlos, Geshkovski, Borjan, Pighin, Dario +1 · 3 citations
#34H05 #34H15 #68T07 #93D20 #93D23 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Turnpike in Lipschitz-nonlinear optimal control
2020/11/22 by Esteve-Yagüe, Carlos, Geshkovski, Borjan, Pighin, Dario +1 · 1 citation
#Analysis of PDEs (math.AP) #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Optimal actuator design via Brunovsky's normal form
2021/08/12 by Geshkovski, Borjan, Zuazua, Enrique · 1 citation
#FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Control of the Stefan problem in a periodic box
2022/03/06 by Geshkovski, Borjan, Maity, Debayan · 1 citation
#Analysis of PDEs (math.AP) #FOS: Mathematics #Optimization and Control (math.OC)
- Constructive approximate transport maps with normalizing flows
2024/12/26 by Antonio Álvarez-López, Borjan Geshkovski, Álvarez-López, Antonio +3 · 1 voice · 2 citations
#math.OC #stat.ML
- Attention's forward pass and Frank-Wolfe
2025/08/13 by Alcalde, Albert, Geshkovski, Borjan, Ruiz-Balet, Domènec · 3 citations
#FOS: Mathematics #Optimization and Control (math.OC)