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Learning in High Dimension Always Amounts to Extrapolation


Oct 18, 2021
Randall Balestriero, Jerome Pesenti, Yann LeCun


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Understanding Dimensional Collapse in Contrastive Self-supervised Learning


Oct 18, 2021
Li Jing, Pascal Vincent, Yann LeCun, Yuandong Tian

* 15 pages, 10 figures 

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Decoupled Contrastive Learning


Oct 13, 2021
Chun-Hsiao Yeh, Cheng-Yao Hong, Yen-Chi Hsu, Tyng-Luh Liu, Yubei Chen, Yann LeCun

* 19 pages, 4 figures 

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Recurrent Parameter Generators


Jul 15, 2021
Jiayun Wang, Yubei Chen, Stella X. Yu, Brian Cheung, Yann LeCun


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VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning


May 11, 2021
Adrien Bardes, Jean Ponce, Yann LeCun


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MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding


Apr 26, 2021
Aishwarya Kamath, Mannat Singh, Yann LeCun, Ishan Misra, Gabriel Synnaeve, Nicolas Carion


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Transformer visualization via dictionary learning: contextualized embedding as a linear superposition of transformer factors


Mar 29, 2021
Zeyu Yun, Yubei Chen, Bruno A Olshausen, Yann LeCun


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Barlow Twins: Self-Supervised Learning via Redundancy Reduction


Mar 04, 2021
Jure Zbontar, Li Jing, Ishan Misra, Yann LeCun, Stéphane Deny

* 13 pages, 5 figures 

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Implicit Rank-Minimizing Autoencoder


Oct 14, 2020
Li Jing, Jure Zbontar, Yann LeCun


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Inspirational Adversarial Image Generation


Jun 17, 2019
Morgane Riviere, Olivier Teytaud, Jérémy Rapin, Yann LeCun, Camille Couprie


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Unsupervised Image Matching and Object Discovery as Optimization


Apr 05, 2019
Huy V. Vo, Francis Bach, Minsu Cho, Kai Han, Yann LeCun, Patrick Perez, Jean Ponce

* Accepted to CVPR 2019 

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Learning about an exponential amount of conditional distributions


Feb 22, 2019
Mohamed Ishmael Belghazi, Maxime Oquab, Yann LeCun, David Lopez-Paz

* 8 pages, 7 figures 

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Model-Predictive Policy Learning with Uncertainty Regularization for Driving in Dense Traffic


Jan 08, 2019
Mikael Henaff, Alfredo Canziani, Yann LeCun


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A Spectral Regularizer for Unsupervised Disentanglement


Dec 04, 2018
Aditya Ramesh, Youngduck Choi, Yann LeCun


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Adversarially-Trained Normalized Noisy-Feature Auto-Encoder for Text Generation


Nov 10, 2018
Xiang Zhang, Yann LeCun


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Predicting Future Instance Segmentation by Forecasting Convolutional Features


Oct 03, 2018
Pauline Luc, Camille Couprie, Yann LeCun, Jakob Verbeek


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DeSIGN: Design Inspiration from Generative Networks


Sep 14, 2018
Othman Sbai, Mohamed Elhoseiny, Antoine Bordes, Yann LeCun, Camille Couprie


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GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations


Jul 02, 2018
Zhilin Yang, Jake Zhao, Bhuwan Dhingra, Kaiming He, William W. Cohen, Ruslan Salakhutdinov, Yann LeCun


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Adversarially Regularized Autoencoders


Jun 29, 2018
Jake Zhao, Yoon Kim, Kelly Zhang, Alexander M. Rush, Yann LeCun

* ICML 2018 

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Backpropagation for Implicit Spectral Densities


Jun 01, 2018
Aditya Ramesh, Yann LeCun


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Towards Understanding the Role of Over-Parametrization in Generalization of Neural Networks


May 30, 2018
Behnam Neyshabur, Zhiyuan Li, Srinadh Bhojanapalli, Yann LeCun, Nathan Srebro

* 19 pages, 8 figures 

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A Closer Look at Spatiotemporal Convolutions for Action Recognition


Apr 12, 2018
Du Tran, Heng Wang, Lorenzo Torresani, Jamie Ray, Yann LeCun, Manohar Paluri


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Model-Based Planning with Discrete and Continuous Actions


Apr 04, 2018
Mikael Henaff, William F. Whitney, Yann LeCun


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Byte-Level Recursive Convolutional Auto-Encoder for Text


Feb 06, 2018
Xiang Zhang, Yann LeCun

* Rejected from ICLR 2018 

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Prediction Under Uncertainty with Error-Encoding Networks


Nov 30, 2017
Mikael Henaff, Junbo Zhao, Yann LeCun


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Eigenvalues of the Hessian in Deep Learning: Singularity and Beyond


Oct 05, 2017
Levent Sagun, Leon Bottou, Yann LeCun

* ICLR submission, 2016 - updated to match the openreview.net version 

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Which Encoding is the Best for Text Classification in Chinese, English, Japanese and Korean?


Aug 17, 2017
Xiang Zhang, Yann LeCun


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Predicting Deeper into the Future of Semantic Segmentation


Aug 08, 2017
Pauline Luc, Natalia Neverova, Camille Couprie, Jakob Verbeek, Yann LeCun

* Accepted to ICCV 2017. Supplementary material available on the authors' webpages 

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Tracking the World State with Recurrent Entity Networks


May 10, 2017
Mikael Henaff, Jason Weston, Arthur Szlam, Antoine Bordes, Yann LeCun

* ICLR 2017 

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