Samy Bengio

40.2k total citations · 6 hit papers
220 papers, 15.0k citations indexed

About

Samy Bengio is a scholar working on Artificial Intelligence, Signal Processing and Computer Vision and Pattern Recognition. According to data from OpenAlex, Samy Bengio has authored 220 papers receiving a total of 15.0k indexed citations (citations by other indexed papers that have themselves been cited), including 148 papers in Artificial Intelligence, 96 papers in Signal Processing and 79 papers in Computer Vision and Pattern Recognition. Recurrent topics in Samy Bengio's work include Speech Recognition and Synthesis (61 papers), Speech and Audio Processing (57 papers) and Music and Audio Processing (52 papers). Samy Bengio is often cited by papers focused on Speech Recognition and Synthesis (61 papers), Speech and Audio Processing (57 papers) and Music and Audio Processing (52 papers). Samy Bengio collaborates with scholars based in Switzerland, United States and Canada. Samy Bengio's co-authors include Oriol Vinyals, Dumitru Erhan, Alexander Toshev, Ronan Collobert, Chiyuan Zhang, Johnny Mariéthoz, Moritz Hardt, Benjamin Recht, Yoshua Bengio and David Grangier and has published in prestigious journals such as Applied Physics Letters, IEEE Transactions on Pattern Analysis and Machine Intelligence and Communications of the ACM.

In The Last Decade

Samy Bengio

210 papers receiving 14.0k citations

Hit Papers

5 papers align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Show and tell: A neural image caption generator

2015 3.6k citations Samy Bengio et al. profile →
Understanding deep learning (still) requires rethinking generalization

2021 1.3k citations Samy Bengio et al. profile →
DeViSE: A Deep Visual-Semantic Embedding Model

2013 1.1k citations Andrea Frome, Greg S. Corrado et al. Neural Information Processing Systems profile →
Show and Tell: Lessons Learned from the 2015 MSCOCO Image Captioning Challenge

2016 544 citations Samy Bengio et al. profile →
Zero-Shot Learning by Convex Combination of Semantic Embeddings

2013 427 citations Mohammad Norouzi, Tomáš Mikolov et al. arXiv (Cornell University) profile →
End-to-end text-dependent speaker verification

2016 331 citations Samy Bengio et al. profile →

Peers

Countries citing papers authored by Samy Bengio

Since Specialization

Citations

This map shows the geographic impact of Samy Bengio's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Samy Bengio with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Samy Bengio more than expected).

Fields of papers citing papers by Samy Bengio

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Samy Bengio. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Samy Bengio. The network helps show where Samy Bengio may publish in the future.

Co-authorship network of co-authors of Samy Bengio

This figure shows the co-authorship network connecting the top 25 collaborators of Samy Bengio. A scholar is included among the top collaborators of Samy Bengio based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Samy Bengio. Samy Bengio is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

Sort: Min cites: Since: Top N: Style:

20 of 20 papers shown

#	Work	Indexed citations
1	Fantastic Generalization Measures and Where to Find Them 2020 ·International Conference on Learning Representations ·Yiding Jiang, Behnam Neyshabur, Dilip Krishnan, Hossein Mobahi, Samy Bengio	8
2	Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy. 2019 ·arXiv (Cornell University) ·Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee	2
3	Predicting the Generalization Gap in Deep Networks with Margin Distributions 2018 ·International Conference on Learning Representations ·Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio	7
4	GaterNet: Dynamic Filter Selection in Convolutional Neural Network via a Dedicated Global Gating Network. 2018 ·arXiv (Cornell University) ·Zhourong Chen, Yang Li, Samy Bengio, Si Si	6
5	ADIOS: architectures deep in output space 2016 ·International Conference on Machine Learning ·Moustapha Cissé, Maruan Al-Shedivat, Samy Bengio	14
6	Training highly multiclass classifiers 2014 ·Journal of Machine Learning Research ·Maya R. Gupta, Samy Bengio, Jason Weston	52
7	DeViSE: A Deep Visual-Semantic Embedding Model breakdown → 2013 ·Neural Information Processing Systems ·Andrea Frome, Greg S. Corrado, (unknown), Samy Bengio, Jeff Dean, Marc’Aurelio Ranzato, Tomáš Mikolov	1145
8	Group Sparse Coding 2009 ·Neural Information Processing Systems ·Samy Bengio, Fernando Pereira, Yoram Singer, Dennis Strelow	136
9	A Generative Model for Rhythms 2007 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Jean-François Paiement, Samy Bengio, Yves Grandvalet, (unknown)	10
10	Hierarchical Multi-Stream Posterior Based Speech Recognition System 2005 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Hamed Ketabdar, (unknown), Samy Bengio	1
11	Exploiting Hyperlinks to Learn a Retrieval Model 2005 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·David Grangier, Samy Bengio	5
12	Machine Learning for Multimodal Interaction (vol. # 3361) : First International Workshop, MLMI 2004, Martigny, Switzerland, June 21-23, 2004, Revised Selected Papers 2005 ·Springer eBooks ·(unknown), Samy Bengio, Hervé Bourlard	2
13	Multi Channel Sequence Processing 2004 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Samy Bengio, (unknown)	1
14	A New Speech Recognition Baseline System for Numbers 95 Version 1.3 Based on Torch 2004 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Johnny Mariéthoz, Samy Bengio	7
15	The Expected Performance Curve 2003 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Samy Bengio, Johnny Mariéthoz, Mikaela Keller	48
16	An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition 2002 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Samy Bengio	46
17	New Approaches Towards Robust and Adaptive Speech Recognition 2000 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Hervé Bourlard, Samy Bengio, Katrin Weber	4
18	Shared Context Probabilistic Transducers 1997 ·Neural Information Processing Systems ·Yoshua Bengio, Samy Bengio, (unknown), Yoram Singer	2
19	A Neural Network to Detect Homologies in Proteins 1989 ·Neural Information Processing Systems ·Yoshua Bengio, Samy Bengio, Yannick Pouliot, (unknown)	1
20	SPECIAL USES AND ABUSES OF THE FIAT-SHAMIR PASSPORT PROTOCOL 1988 ·UCL Discovery (University College London) ·Yvo Desmedt, (unknown), Samy Bengio	37

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

Explore authors with similar magnitude of impact