Konstantinos Spiliopoulos

39 papers Misc 2Journal 37

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Macroscopically Consistent Reactive Langevin Dynamics Model. SIAM J. Appl. Math. Samuel A. Isaacson, Qianhan Liu, Konstantinos Spiliopoulos, Chen Yao
2026	J	`jnl`	Scaling Effects and Uncertainty Quantification in Neural Actor Critic Algorithms. CoRR Nikos Georgoudios, Konstantinos Spiliopoulos, Justin A. Sirignano
2025	J	`jnl`	Convergence Analysis of Real-time Recurrent Learning (RTRL) for a class of Recurrent Neural Networks. CoRR Samuel Chun-Hei Lam, Justin A. Sirignano, Konstantinos Spiliopoulos
2025	J	`jnl`	Global Convergence of Adjoint-Optimized Neural PDEs. CoRR Konstantin Riedl, Justin A. Sirignano, Konstantinos Spiliopoulos
2025	J	`jnl`	Global Convergence of Adjoint-Optimized Neural PDEs. J. Mach. Learn. Res. Konstantin Riedl, Justin A. Sirignano, Konstantinos Spiliopoulos
2025	J	`jnl`	Stochastic Gradient Descent-based Inference for Dynamic Network Models with Attractors. J. Comput. Graph. Stat. Hancong Pan, Xiaojing Zhu, Cantay Caliskan, Dino P. Christenson, Konstantinos Spiliopoulos, Dylan Walker, Eric D. Kolaczyk
2024	J	`jnl`	Stochastic gradient descent-based inference for dynamic network models with attractors. CoRR Hancong Pan, Xiaojing Zhu, Cantay Caliskan, Dino P. Christenson, Konstantinos Spiliopoulos, Dylan Walker, Eric D. Kolaczyk
2023	J	`jnl`	Kernel Limit of Recurrent Neural Networks Trained on Ergodic Data Sequences. CoRR Samuel Chun-Hei Lam, Justin A. Sirignano, Konstantinos Spiliopoulos
2023	J	`jnl`	PDE-constrained models with neural network terms: Optimization and global convergence. J. Comput. Phys. Justin A. Sirignano, Jonathan F. MacArt, Konstantinos Spiliopoulos
2022	J	`jnl`	Geometry-informed irreversible perturbations for accelerated convergence of Langevin dynamics. Stat. Comput. Benjamin J. Zhang, Youssef M. Marzouk, Konstantinos Spiliopoulos
2022	J	`jnl`	Mean Field Analysis of Deep Neural Networks. Math. Oper. Res. Justin A. Sirignano, Konstantinos Spiliopoulos
2022	J	`jnl`	Mean Field Limits of Particle-Based Stochastic Reaction-Diffusion Models. SIAM J. Math. Anal. Samuel A. Isaacson, Jingwei Ma, Konstantinos Spiliopoulos
2022	J	`jnl`	Normalization effects on deep neural networks. CoRR Jiahui Yu, Konstantinos Spiliopoulos
2021	J	`jnl`	Discrete-Time Inference for Slow-Fast Systems Driven by Fractional Brownian Motion. Multiscale Model. Simul. Solesne Bourguin, Siragan Gailus, Konstantinos Spiliopoulos
2021	J	`jnl`	How Reaction-Diffusion PDEs Approximate the Large-Population Limit of Stochastic Particle Models. SIAM J. Appl. Math. Samuel A. Isaacson, Jingwei Ma, Konstantinos Spiliopoulos
2021	J	`jnl`	PDE-constrained Models with Neural Network Terms: Optimization and Global Convergence. CoRR Justin A. Sirignano, Jonathan F. MacArt, Konstantinos Spiliopoulos
2020	J	`jnl`	Importance Sampling for Slow-Fast Diffusions Based on Moderate Deviations. Multiscale Model. Simul. Konstantinos Spiliopoulos, Matthew R. Morse
2020	J	`jnl`	Information Geometry for Approximate Bayesian Computation. SIAM/ASA J. Uncertain. Quantification Konstantinos Spiliopoulos
2020	J	`jnl`	Mean Field Analysis of Neural Networks: A Law of Large Numbers. SIAM J. Appl. Math. Justin A. Sirignano, Konstantinos Spiliopoulos
2020	J	`jnl`	Normalization effects on shallow neural networks and related asymptotic expansions. CoRR Jiahui Yu, Konstantinos Spiliopoulos
2020	J	`jnl`	Selection of Quasi-stationary States in the Stochastically Forced Navier-Stokes Equation on the Torus. J. Nonlinear Sci. Margaret Beck, Eric Cooper, Gabriel J. Lord, Konstantinos Spiliopoulos
2019	J	`jnl`	Asymptotics of Reinforcement Learning with Neural Networks. CoRR Justin A. Sirignano, Konstantinos Spiliopoulos
2019	J	`jnl`	Scaling Limit of Neural Networks with the Xavier Initialization and Convergence to a Global Minimum. CoRR Justin A. Sirignano, Konstantinos Spiliopoulos
2018	J	`jnl`	Analysis of Multiscale Integrators for Multiple Attractors and Irreversible Langevin Samplers. Multiscale Model. Simul. Jianfeng Lu, Konstantinos Spiliopoulos
2018	J	`jnl`	DGM: A deep learning algorithm for solving partial differential equations. J. Comput. Phys. Justin A. Sirignano, Konstantinos Spiliopoulos
2018	J	`jnl`	Discrete-Time Statistical Inference for Multiscale Diffusions. Multiscale Model. Simul. Siragan Gailus, Konstantinos Spiliopoulos
2017	J	`jnl`	Dimension Reduction in Statistical Estimation of Partially Observed Multiscale Processes. SIAM/ASA J. Uncertain. Quantification Andrew Papanicolaou, Konstantinos Spiliopoulos
2017	J	`jnl`	Moderate deviations for systems of slow-fast diffusions. Asymptot. Anal. Matthew R. Morse, Konstantinos Spiliopoulos
2017	J	`jnl`	Stochastic Gradient Descent in Continuous Time. SIAM J. Financial Math. Justin A. Sirignano, Konstantinos Spiliopoulos
2015	J	`jnl`	Default Clustering in Large Pools: Large Deviations. SIAM J. Financial Math. Konstantinos Spiliopoulos, Richard B. Sowers
2015	J	`jnl`	Nonasymptotic performance analysis of importance sampling schemes for small noise diffusions. J. Appl. Probab. Konstantinos Spiliopoulos
2015	J	`jnl`	Rare Event Simulation for Multiscale Diffusions in Random Environments. Multiscale Model. Simul. Konstantinos Spiliopoulos
2014	J	`jnl`	Filtering the Maximum Likelihood for Multiscale Problems. Multiscale Model. Simul. Andrew Papanicolaou, Konstantinos Spiliopoulos
2014	Misc	`conf`	Rare event simulation in the neighborhood of a rest point. WSC Paul Dupuis, Konstantinos Spiliopoulos
2014	J	`jnl`	Scaling limits and exit law for multiscale diffusions. Asymptot. Anal. Sergio Angel Almada, Konstantinos Spiliopoulos
2012	J	`jnl`	Importance Sampling for Multiscale Diffusions. Multiscale Model. Simul. Paul Dupuis, Konstantinos Spiliopoulos, Hui Wang
2011	J	`jnl`	Importance Sampling for Multiscale Diffusions CoRR Paul Dupuis, Konstantinos Spiliopoulos, Hui Wang
2011	Misc	`conf`	Rare event simulation for rough energy landscapes. WSC Paul Dupuis, Konstantinos Spiliopoulos, Hui Wang
2008	J	`jnl`	Reaction-diffusion equations with nonlinear boundary conditions in narrow domains. Asymptot. Anal. Mark Freidlin, Konstantinos Spiliopoulos