| Trainability and accuracy of artificial neural networks: An interacting particle system approach G Rotskoff, E Vanden‐Eijnden Communications on Pure and Applied Mathematics 75 (9), 1889-1935, 2022 | 401* | 2022 |
| Single-particle mapping of nonequilibrium nanocrystal transformations X Ye, MR Jones, LB Frechette, Q Chen, AS Powers, P Ercius, G Dunn, ... Science 354 (6314), 874-877, 2016 | 260 | 2016 |
| Inferring dissipation from current fluctuations TR Gingrich, GM Rotskoff, JM Horowitz Journal of Physics A: Mathematical and Theoretical 50 (18), 184004, 2017 | 176 | 2017 |
| Parameters as interacting particles: long time convergence and asymptotic error scaling of neural networks G Rotskoff, E Vanden-Eijnden Advances in neural information processing systems 31, 2018 | 158 | 2018 |
| Adaptive Monte Carlo augmented with normalizing flows M Gabrié, GM Rotskoff, E Vanden-Eijnden Proceedings of the National Academy of Sciences 119 (10), e2109420119, 2022 | 151 | 2022 |
| Transition-tempered metadynamics: Robust, convergent metadynamics via on-the-fly transition barrier estimation JF Dama, G Rotskoff, M Parrinello, GA Voth Journal of Chemical Theory and Computation 10 (9), 3626-3633, 2014 | 92 | 2014 |
| Geometric approach to optimal nonequilibrium control: Minimizing dissipation in nanomagnetic spin systems GM Rotskoff, GE Crooks, E Vanden-Eijnden Physical Review E 95 (1), 012148, 2017 | 89 | 2017 |
| Optimal control in nonequilibrium systems: Dynamic Riemannian geometry of the Ising model GM Rotskoff, GE Crooks Physical Review E 92 (6), 060102, 2015 | 79 | 2015 |
| Unraveling kinetically-driven mechanisms of gold nanocrystal shape transformations using graphene liquid cell electron microscopy MR Hauwiller, LB Frechette, MR Jones, JC Ondry, GM Rotskoff, ... Nano letters 18 (9), 5731-5737, 2018 | 76 | 2018 |
| Neuron birth-death dynamics accelerates gradient descent and converges asymptotically G Rotskoff, S Jelassi, J Bruna, E Vanden-Eijnden International Conference on Machine Learning, 2019 | 67* | 2019 |
| Efficiency and large deviations in time-asymmetric stochastic heat engines TR Gingrich, GM Rotskoff, S Vaikuntanathan, PL Geissler New Journal of Physics 16 (10), 102003, 2014 | 67 | 2014 |
| Near-optimal protocols in complex nonequilibrium transformations TR Gingrich, GM Rotskoff, GE Crooks, PL Geissler Proceedings of the National Academy of Sciences 113 (37), 10263-10268, 2016 | 66 | 2016 |
| A mean-field analysis of two-player zero-sum games C Domingo-Enrich, S Jelassi, A Mensch, G Rotskoff, J Bruna NeurIPS 2020, 2020 | 61 | 2020 |
| Structural asymmetry in a conserved signaling system that regulates division, replication, and virulence of an intracellular pathogen JW Willett, J Herrou, A Briegel, G Rotskoff, S Crosson Proceedings of the National Academy of Sciences 112 (28), E3709-E3718, 2015 | 55 | 2015 |
| Structural basis of a protein partner switch that regulates the general stress response of α-proteobacteria J Herrou, G Rotskoff, Y Luo, B Roux, S Crosson Proceedings of the National Academy of Sciences 109 (21), E1415-E1423, 2012 | 55 | 2012 |
| Robust nonequilibrium pathways to microcompartment assembly GM Rotskoff, PL Geissler Proceedings of the National Academy of Sciences 115 (25), 6341-6346, 2018 | 54 | 2018 |
| Molecular simulation workflows as parallel algorithms: the execution engine of Copernicus, a distributed high-performance computing platform S Pronk, I Pouya, M Lundborg, G Rotskoff, B Wesen, PM Kasson, ... Journal of chemical theory and computation 11 (6), 2600-2608, 2015 | 52 | 2015 |
| Active importance sampling for variational objectives dominated by rare events: Consequences for optimization and generalization GM Rotskoff, AR Mitchell, E Vanden-Eijnden Mathematical and Scientific Machine Learning, 757-780, 2022 | 44 | 2022 |
| A dynamical central limit theorem for shallow neural networks Z Chen, G Rotskoff, J Bruna, E Vanden-Eijnden Advances in Neural Information Processing Systems 33, 22217-22230, 2020 | 41 | 2020 |
| Learning nonequilibrium control forces to characterize dynamical phase transitions J Yan, H Touchette, GM Rotskoff Physical Review E 105 (2), 024115, 2022 | 38 | 2022 |
Eric Vanden-EijndenCourant Institute of Mathematical Sciences NYUVerified email at nyu.edu
