Guido F. Montufar

Citata da

	Tutte	Dal 2019
Citazioni	5723	3668
Indice H	29	25
i10-index	55	50

900

450

225

675

198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202418 35 35 33 35 43 69 54 81 76 96 80 105 85 49 14 12 7 12 9 20 24 36 34 60 64 86 128 128 179 282 383 395 488 675 894 822

Accesso pubblico

Visualizza tutto

43 articoli

0 articoli

Disponibili

Non disponibili

In base ai mandati di finanziamento

Coautori

Nihat AyHamburg University of Technology, Institute for Data Science FoundationsEmail verificata su tuhh.de
Yu Guang WangAssociate Professor, Shanghai Jiao Tong University, University of New South WalesEmail verificata su sjtu.edu.cn
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFAREmail verificata su umontreal.ca
Nina OtterUniversity of OxfordEmail verificata su maths.ox.ac.uk
Johannes RauhInstitut für Qualitätssicherung und Transparenz im GesundheitswesenEmail verificata su iqtig.org
Kyunghyun ChoNew York University, GenentechEmail verificata su nyu.edu
Pietro LiòProfessor, University of CambridgeEmail verificata su cam.ac.uk
Wuchen Li 李务晨University of South Carolina, Assistant professorEmail verificata su mailbox.sc.edu
Pradeep Kr. BanerjeeMPI MiSEmail verificata su mis.mpg.de
Keyan Ghazi-ZahediArizona State UniversityEmail verificata su asu.edu
Jason MortonAssociate Professor of Mathematics and Statistics, Penn StateEmail verificata su math.psu.edu
Fabrizio FrascaPosdoctoral Fellow, Technion – Israel Institute of TechnologyEmail verificata su ic.ac.uk
Cristian BodnarSilurianEmail verificata su silurian.ai
Michael BronsteinDeepMind Professor of AI, University of Oxford / Scientific Director, AITHYRAEmail verificata su cs.ox.ac.uk
Kedar KarhadkarUCLAEmail verificata su math.ucla.edu
Yonatan DuklerUCLA MathematicsEmail verificata su math.ucla.edu
Johannes MüllerRWTH Aachen UniversityEmail verificata su mathc.rwth-aachen.de
S osherEmail verificata su math.ucla.edu
Hui JinUCLA MathematicsEmail verificata su ucla.edu
Thomas MerkhQ-CTRLEmail verificata su q-ctrl.com

Segui

Guido F. Montufar

UCLA, Mathematics and Statistics & Data Science, Max Planck Institute MiS

Email verificata su math.ucla.edu - Home page

machine learning neural networks deep learning graphical models


Titolo Ordina per citazioni Ordina per anno Ordina per titolo	Citata da Citata da	Anno
On the number of linear regions of deep neural networks GF Montufar, R Pascanu, K Cho, Y Bengio Advances in neural information processing systems 27, 2014	2828	2014
On the number of response regions of deep feed forward networks with piece-wise linear activations R Pascanu, G Montufar, Y Bengio International Conference on Learning Representations (ICLR) 2014, Banff …, 2013	375	2013
Weisfeiler and lehman go cellular: Cw networks C Bodnar, F Frasca, N Otter, YG Wang, P Liò, GF Montufar, M Bronstein Advances in Neural Information Processing Systems (NeurIPS) 35, 2021	286	2021
Weisfeiler and lehman go topological: Message passing simplicial networks C Bodnar, F Frasca, YG Wang, N Otter, G Montúfar, P Lio, M Bronstein 38th International Conference on Machine Learning (ICML), 1026-1037, 2021	286	2021
Refinements of universal approximation results for deep belief networks and restricted Boltzmann machines G Montufar, N Ay Neural computation 23 (5), 1306-1319, 2011	117	2011
Haar graph pooling YG Wang, M Li, Z Ma, G Montufar, X Zhuang, Y Fan 37th International conference on machine learning (ICML), 9952-9962, 2020	99	2020
Optimal Transport to a Variety TÖ Çelik, A Jamneshan, G Montufar, B Sturmfels, L Venturello Mathematical Aspects of Computer and Information Sciences, 364-381, 2019	83*	2019
Natural gradient via optimal transport W Li, G Montúfar Information Geometry 1, 181-214, 2018	82	2018
Tight bounds on the smallest eigenvalue of the neural tangent kernel for deep relu networks Q Nguyen, M Mondelli, GF Montufar 38th International Conference on Machine Learning (ICML), 8119-8129, 2021	81	2021
Restricted boltzmann machines: Introduction and review G Montúfar Information Geometry and Its Applications: On the Occasion of Shun-ichi …, 2018	77	2018
How framelets enhance graph neural networks X Zheng, B Zhou, J Gao, YG Wang, P Lio, M Li, G Montúfar 38th International Conference on Machine Learning (ICML), 12761-12771, 2021	72	2021
Expressive power and approximation errors of restricted Boltzmann machines GF Montúfar, J Rauh, N Ay Advances in Neural Information Processing Systems (NeurIPS) 24, 415-423, 2011	62	2011
FoSR: First-order spectral rewiring for addressing oversquashing in GNNs K Karhadkar, PK Banerjee, G Montúfar International Conference on Learning Representations (ICLR) 2023, 2022	57	2022
Cell graph neural networks enable the precise prediction of patient survival in gastric cancer Y Wang, YG Wang, C Hu, M Li, Y Fan, N Otter, I Sam, H Gou, Y Hu, ... NPJ precision oncology 6 (1), 45, 2022	54*	2022
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units GF Montúfar Neural Computation 26 (7), 1386-1407, 2014	54	2014
Oversquashing in GNNs through the lens of information contraction and graph expansion PK Banerjee, K Karhadkar, YG Wang, U Alon, G Montúfar 58th Annual Allerton Conference on Communication, Control, and Computing, 2022	49	2022
Wasserstein of Wasserstein loss for learning generative models Y Dukler, W Li, A Tong Lin, G Montúfar 36th International Conference on Machine Learning (ICML) 97, 1716-1725, 2019	46	2019
Notes on the number of linear regions of deep neural networks G Montúfar eScholarship, University of California, 2017	46	2017
When Does a Mixture of Products Contain a Product of Mixtures? GF Montúfar, J Morton SIAM Journal on Discrete Mathematics 29 (1), 321-347, 2015	46	2015
Wasserstein Proximal of GANs A Tong Lin, W Li, S Osher, G Montúfar 5th International Conference Geometric Science of Information, 2018	44*	2018

Il sistema al momento non può eseguire l'operazione. Riprova più tardi.

Articoli 1–20

Citazioni per anno

Citazioni duplicate

Citazioni unite

Aggiungi coautoriCoautori

Segui

Citata da

Coautori