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05/15/2023
Scalable and Robust Tensor Ring Decomposition for Large-scale Data
Tensor ring (TR) decomposition has recently received increased attention...
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10/30/2022
Distributionally Robust Domain Adaptation
Domain Adaptation (DA) has recently received significant attention due t...
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03/15/2022
A Differentiable Approach to Combinatorial Optimization using Dataless Neural Networks
The success of machine learning solutions for reasoning about discrete s...
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10/25/2021
Support Recovery Guarantees for Periodic Signals with Nested Periodic Dictionaries
Periodic signals composed of periodic mixtures admit sparse representati...
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06/19/2021
Robust M-estimation-based Tensor Ring Completion: a Half-quadratic Minimization Approach
Tensor completion is the problem of estimating the missing values of hig...
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05/30/2021
Non-local Patch-based Low-rank Tensor Ring Completion for Visual Data
Tensor completion is the problem of estimating the missing entries of a ...
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12/03/2020
Verifiable Planning in Expected Reward Multichain MDPs
The planning domain has experienced increased interest in the formal syn...
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10/22/2020
Robust Low-tubal-rank Tensor Completion based on Tensor Factorization and Maximum Correntopy Criterion
The goal of tensor completion is to recover a tensor from a subset of it...
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09/24/2020
Sketch-based community detection in evolving networks
We consider an approach for community detection in time-varying networks...
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07/06/2018
Multi-modal Non-line-of-sight Passive Imaging
We consider the non-line-of-sight (NLOS) imaging of an object using ligh...
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07/04/2018