Connectivity-Optimized Representation Learning via Persistent Homology

21 June 2019

Papers citing "Connectivity-Optimized Representation Learning via Persistent Homology"

26 / 26 papers shown

Title
Relative Representations: Topological and Geometric Perspectives Alejandro García-Castellanos Giovanni Luca Marchetti Danica Kragic Martina Scolamiero 62 0 0 17 Sep 2024
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 194 10,591 0 17 Feb 2020
A Topological Regularizer for Classifiers via Persistent Homology Chao Chen Xiuyan Ni Qinxun Bai Yusu Wang 61 112 0 27 Jun 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 62 603 0 28 May 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 91 690 0 25 Feb 2018
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 98 880 0 26 Nov 2017
Wasserstein Auto-Encoders Ilya O. Tolstikhin Olivier Bousquet Sylvain Gelly B. Schölkopf DRL 99 1,049 0 05 Nov 2017
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks Shiyu Liang Yixuan Li R. Srikant UQCV OODD 96 2,046 0 08 Jun 2017
Provable Self-Representation Based Outlier Detection in a Union of Subspaces Chong You Daniel P. Robinson René Vidal 46 114 0 12 Apr 2017
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering Bo Yang Xiao Fu N. Sidiropoulos Mingyi Hong DRL 40 868 0 15 Oct 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 95 3,420 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 613 36,599 0 25 Aug 2016
Deep Structured Energy Based Models for Anomaly Detection Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang 47 426 0 25 May 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 251 7,951 0 23 May 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 105 5,627 0 20 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 140 29,646 0 08 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 226 13,968 0 19 Nov 2015
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 65 2,844 0 19 Nov 2015
Adversarial Autoencoders Alireza Makhzani Jonathon Shlens Navdeep Jaitly Ian Goodfellow Brendan J. Frey GAN 66 2,224 0 18 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 401 61,900 0 04 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 776 149,474 0 22 Dec 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 270 20,467 0 10 Sep 2014
k-Sparse Autoencoders Alireza Makhzani Brendan J. Frey 72 446 0 19 Dec 2013
Distributed computation of persistent homology Ulrich Bauer Michael Kerber Jan Reininghaus 47 124 0 02 Oct 2013
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 101 4,025 0 04 Aug 2013