activity
20182026
most citedSuperposition of many models into one

46 citations · 177 across the 41 of their papers we have counts for

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Showing 2023Show all

5 papers · 1 filter

physics.geo-ph2023★ 1 cited

Strong Interference HVSR Data Processing and Denoising: HVSR Curve Reconstruction Method based on UPEMD

Bingxuan Song, Fuxing Han, Yubei Chen +3

Urban areas pose a challenge for the application of the H/V method due to a high degree of artificial noise. The existing methods fall short in reducing the noise of strong interfe…

cs.CV2023

URLOST: Unsupervised Representation Learning without Stationarity or Topology

Zeyu Yun, Juexiao Zhang, Yann LeCun +1

Unsupervised representation learning has seen tremendous progress. However, it is constrained by its reliance on domain specific stationarity and topology, a limitation not found i…

cs.CV2023★ 1 cited

Unsupervised Feature Learning with Emergent Data-Driven Prototypicality

Yunhui Guo, Youren Zhang, Yubei Chen +1

Given an image set without any labels, our goal is to train a model that maps each image to a point in a feature space such that, not only proximity indicates visual similarity, bu…

cs.LG2023

Variance-Covariance Regularization Improves Representation Learning

Jiachen Zhu, Katrina Evtimova, Yubei Chen +2

Transfer learning plays a key role in advancing machine learning models, yet conventional supervised pretraining often undermines feature transferability by prioritizing features t…

cs.CV2023★ 11 cited

EMP-SSL: Towards Self-Supervised Learning in One Training Epoch

Shengbang Tong, Yubei Chen, Yi Ma +1

Recently, self-supervised learning (SSL) has achieved tremendous success in learning image representation. Despite the empirical success, most self-supervised learning methods are…