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09/05/2023
Ab initio uncertainty quantification in scattering analysis of microscopy
Estimating parameters from data is a fundamental problem in physics, cus...
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05/24/2023
Rethinking the Evaluation Protocol of Domain Generalization
Domain generalization aims to solve the challenge of Out-of-Distribution...
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05/21/2023
Exploring and Exploiting Data Heterogeneity in Recommendation
Massive amounts of data are the foundation of data-driven recommendation...
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12/02/2022
Stable Learning via Sparse Variable Independence
The problem of covariate-shift generalization has attracted intensive re...
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11/23/2022
TransVCL: Attention-enhanced Video Copy Localization Network with Flexible Supervision
Video copy localization aims to precisely localize all the copied segmen...
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10/11/2022
Repainting and Imitating Learning for Lane Detection
Current lane detection methods are struggling with the invisibility lane...
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05/24/2022
StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning
3D scene stylization aims at generating stylized images of the scene fro...
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04/17/2022
NICO++: Towards Better Benchmarking for Domain Generalization
Despite the remarkable performance that modern deep neural networks have...
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02/08/2022
CausPref: Causal Preference Learning for Out-of-Distribution Recommendation
In spite of the tremendous development of recommender system owing to th...
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08/31/2021
Towards Out-Of-Distribution Generalization: A Survey
Classic machine learning methods are built on the i.i.d. assumption that...
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05/03/2021
Uncertainty quantification and estimation in differential dynamic microscopy
Differential dynamic microscopy (DDM) is a form of video image analysis ...
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04/16/2021
Deep Stable Learning for Out-Of-Distribution Generalization
Approaches based on deep neural networks have achieved striking performa...
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08/05/2019
One-shot Face Reenactment
To enable realistic shape (e.g. pose and expression) transfer, existing ...
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06/07/2019
NICO: A Dataset Towards Non-I.I.D. Image Classification
The I.I.D. hypothesis between training data and testing data is the basi...
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07/13/2017