- Wenxuan Zou, Haiping Huang:
Introduction to dynamical mean-field theory of generic random neural networks. CoRR abs/2305.08459 (2023) - Arvind Mahankali, Jeff Z. HaoChen, Kefan Dong, Margalit Glasgow, Tengyu Ma:
Beyond NTK with Vanilla Gradient Descent: A Mean-Field Analysis of Neural Networks with Polynomial Width, Samples, and Time. CoRR abs/2306.16361 (2023) - Cristina Cipriani, Massimo Fornasier, Alessandro Scagliotti:
From NeurODEs to AutoencODEs: a mean-field control framework for width-varying Neural Networks. CoRR abs/2307.02279 (2023) - Huyên Pham, Xavier Warin:
Actor critic learning algorithms for mean-field control with moment neural networks. CoRR abs/2309.04317 (2023) - 2022
- Xiangjiang Yang, Xiaotian Zhou, Haixia Zhang, Dongfeng Yuan:
Co-opetitive mean field type game based task offloading strategy in multi-access edge computing networks. IET Commun. 16(16): 1946-1956 (2022) - Sami Nadif, Essaid Sabir, Halima Elbiaze, Abdelkrim Haqiq:
Traffic-Aware Mean-Field Power Allocation for Ultradense NB-IoT Networks. IEEE Internet Things J. 9(21): 21811-21824 (2022) - Tong Li, Cong Li, Chungang Yang, Junqi Shao, Yue Zhang, Lei Pang, Lizhong Chang, Lingli Yang, Zhu Han:
A mean field game-theoretic cross-layer optimization for multi-hop swarm UAV communications. J. Commun. Networks 24(1): 68-82 (2022) - Liang Chen, Sue Ann Campbell:
Exact mean-field models for spiking neural networks with adaptation. J. Comput. Neurosci. 50(4): 445-469 (2022) - Elie Bretin, Roland Denis, Simon Masnou, Garry Terii:
Learning phase field mean curvature flows with neural networks. J. Comput. Phys. 470: 111579 (2022) - Alexander Shevchenko, Vyacheslav Kungurtsev, Marco Mondelli:
Mean-field Analysis of Piecewise Linear Solutions for Wide ReLU Networks. J. Mach. Learn. Res. 23: 130:1-130:55 (2022) - Justin A. Sirignano, Konstantinos Spiliopoulos:
Mean Field Analysis of Deep Neural Networks. Math. Oper. Res. 47(1): 120-152 (2022) - Nastassia Pouradier Duteil:
Mean-field limit of collective dynamics with time-varying weights. Networks Heterog. Media 17(2): 129-161 (2022) - Luyan Yu, Thibaud O. Taillefumier:
Metastable spiking networks in the replica-mean-field limit. PLoS Comput. Biol. 18(6) (2022) - Kavita Ramanan:
Beyond mean-field limits for the analysis of large-scale networks. Queueing Syst. Theory Appl. 100(3-4): 345-347 (2022) - Johan Ruuskanen, Tommi Berner, Karl-Erik Årzén, Anton Cervin:
Improving the Mean-Field Fluid Model of Processor Sharing Queueing Networks for Dynamic Performance Models in Cloud Computing. SIGMETRICS Perform. Evaluation Rev. 49(3): 69-70 (2022) - Jaime Laviada, Guillermo Álvarez Narciandi, Fernando Las-Heras:
Artifact Mitigation for High-Resolution Near-Field SAR Images by Means of Conditional Generative Adversarial Networks. IEEE Trans. Instrum. Meas. 71: 1-11 (2022) - Man Li, Jiahu Qin, Yaonan Wang, Yu Kang:
Bio-Inspired Dynamic Collective Choice in Large-Population Systems: A Robust Mean-Field Game Perspective. IEEE Trans. Neural Networks Learn. Syst. 33(5): 1914-1924 (2022) - Zejian Zhou, Hao Xu:
Large-Scale Multiagent System Tracking Control Using Mean Field Games. IEEE Trans. Neural Networks Learn. Syst. 33(10): 5602-5610 (2022) - Hao Gao, Alex Lin, Reginald A. Banez, Wuchen Li, Zhu Han, Stanley J. Osher, H. Vincent Poor:
Opinion Evolution in Social Networks: Connecting Mean Field Games to Generative Adversarial Nets. IEEE Trans. Netw. Sci. Eng. 9(4): 2734-2746 (2022) - Kai Lin, Jiayi Liu, Guangjie Han:
AI-Based Mean Field Game against Resource-Consuming Attacks in Edge Computing. ACM Trans. Sens. Networks 18(4): 52:1-52:18 (2022) - Reginald A. Banez, Hao Gao, Lixin Li, Chungang Yang, Zhu Han, H. Vincent Poor:
Modeling and Analysis of Opinion Dynamics in Social Networks Using Multiple-Population Mean Field Games. IEEE Trans. Signal Inf. Process. over Networks 8: 301-316 (2022) - Beau Coker, Wessel P. Bruinsma, David R. Burt, Weiwei Pan, Finale Doshi-Velez:
Wide Mean-Field Bayesian Neural Networks Ignore the Data. AISTATS 2022: 5276-5333 - Zheng Wang, Brian L. Mark:
Hierarchical Mean Field/Stackelberg Game Power Control for D2D Cooperative Relaying Networks. GLOBECOM 2022: 2855-2860 - Pai Jiang, Haibo Wang, Matthieu De Mari:
Optimal Dynamic Backoff for Grant-Free NOMA IoT Networks: a Mean Field Game Approach. ICCC 2022: 997-1002 - Dezhi Wang, Wei Wang, Yuhan Kang, Zhu Han:
Dynamic Data Offloading for Massive Users in Ultra-dense LEO Satellite Networks based on Stackelberg Mean Field Game. INFOCOM Workshops 2022: 1-6 - Beau Coker, Wessel P. Bruinsma, David R. Burt, Weiwei Pan, Finale Doshi-Velez:
Wide Mean-Field Bayesian Neural Networks Ignore the Data. CoRR abs/2202.11670 (2022) - Sami Nadif, Essaid Sabir, Halima Elbiaze, Abdelkrim Haqiq:
Traffic-Aware Mean-Field Power Allocation for Ultra-Dense NB-IoT Networks. CoRR abs/2204.07852 (2022) - Jingwei Zhang, Xunpeng Huang:
Mean-Field Analysis of Two-Layer Neural Networks: Global Optimality with Linear Convergence Rates. CoRR abs/2205.09860 (2022) - Fatimah Al Saleh, Tigran Bakaryan, Diogo A. Gomes, Ricardo Ribeiro:
First-order mean-field games on networks and Wardrop equilibrium. CoRR abs/2207.01397 (2022) - Alexis Teter, Iman Nodozi, Abhishek Halder:
Proximal Mean Field Learning in Shallow Neural Networks. CoRR abs/2210.13879 (2022)