Intrinsic dimension of data representations in deep neural networks

Intrinsic dimension of data representations in deep neural networks

29 May 2019

Alessandro Laio

Jakob H. Macke

Papers citing "Intrinsic dimension of data representations in deep neural networks"

14 / 64 papers shown

Title
Dataset Distillation with Infinitely Wide Convolutional Networks Timothy Nguyen Roman Novak Lechao Xiao Jaehoon Lee DD 51 231 0 27 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 40 63 0 19 Jul 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Dong Lee Sae-Young Chung 31 20 0 22 Jun 2021
Relative stability toward diffeomorphisms indicates performance in deep nets Leonardo Petrini Alessandro Favero Mario Geiger Matthieu Wyart OOD 38 15 0 06 May 2021
On 1/n neural representation and robustness Josue Nassar Piotr A. Sokól SueYeon Chung K. Harris Il Memming Park AAML OOD 24 23 0 08 Dec 2020
Generative Capacity of Probabilistic Protein Sequence Models Francisco McGee Quentin Novinger R. Levy Vincenzo Carnevale A. Haldane 40 34 0 03 Dec 2020
Geometric compression of invariant manifolds in neural nets J. Paccolat Leonardo Petrini Mario Geiger Kevin Tyloo Matthieu Wyart MLT 60 34 0 22 Jul 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 42 383 0 29 Jun 2020
The Gaussian equivalence of generative models for learning with shallow neural networks Sebastian Goldt Bruno Loureiro Galen Reeves Florent Krzakala M. Mézard Lenka Zdeborová BDL 41 100 0 25 Jun 2020
Density-embedding layers: a general framework for adaptive receptive fields Francesco Cicala Luca Bortolussi 16 0 0 23 Jun 2020
What Do Neural Networks Learn When Trained With Random Labels? Hartmut Maennel Ibrahim M. Alabdulmohsin Ilya O. Tolstikhin R. Baldock Olivier Bousquet Sylvain Gelly Daniel Keysers FedML 48 87 0 18 Jun 2020
HERS: Homomorphically Encrypted Representation Search Joshua J. Engelsma Anil K. Jain Vishnu Boddeti 43 50 0 27 Mar 2020
Blessing of dimensionality at the edge I. Tyukin Alexander N. Gorban A. McEwan Sepehr Meshkinfamfard Lixin Tang 21 8 0 30 Sep 2019
Intrinsic dimension estimation for locally undersampled data Vittorio Erba M. Gherardi P. Rotondo 22 30 0 18 Jun 2019