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08/18/2023
An Efficient 1 Iteration Learning Algorithm for Gaussian Mixture Model And Gaussian Mixture Embedding For Neural Network
We propose an Gaussian Mixture Model (GMM) learning algorithm, based on ...
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08/01/2023
Reinforcement Learning-based Non-Autoregressive Solver for Traveling Salesman Problems
The Traveling Salesman Problem (TSP) is a well-known problem in combinat...
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06/07/2023
Youku-mPLUG: A 10 Million Large-scale Chinese Video-Language Dataset for Pre-training and Benchmarks
To promote the development of Vision-Language Pre-training (VLP) and mul...
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02/27/2023
On Coresets for Clustering in Small Dimensional Euclidean Spaces
We consider the problem of constructing small coresets for k-Median in E...
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02/22/2023
Improved Coresets for Clustering with Capacity and Fairness Constraints
We study coresets for clustering with capacity and fairness constraints....
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01/20/2023
Coresets for Clustering with General Assignment Constraints
Designing small-sized coresets, which approximately preserve the costs o...
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12/28/2022
Shape-Aware Fine-Grained Classification of Erythroid Cells
Fine-grained classification and counting of bone marrow erythroid cells ...
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11/22/2022
Differentiable Fuzzy 𝒜ℒ𝒞: A Neural-Symbolic Representation Language for Symbol Grounding
Neural-symbolic computing aims at integrating robust neural learning and...
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11/22/2022
On Optimal Coreset Construction for Euclidean (k,z)-Clustering
Constructing small-sized coresets for various clustering problems in Euc...
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10/19/2022
Near-optimal Coresets for Robust Clustering
We consider robust clustering problems in ℝ^d, specifically k-clustering...
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09/05/2022
The Power of Uniform Sampling for Coresets
Motivated by practical generalizations of the classic k-median and k-mea...
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03/08/2022
New Coresets for Projective Clustering and Applications
(j,k)-projective clustering is the natural generalization of the family ...
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09/20/2021
A spatio-temporal analysis for power grid resilience to extreme weather
In recent years, extreme weather events frequently cause large-scale pow...
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08/25/2021
Surprisingly Popular Algorithm-based Adaptive Euclidean Distance Topology Learning PSO
The surprisingly popular algorithm (SPA) is a powerful crowd decision mo...
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06/30/2021
Coresets for Clustering with Missing Values
We provide the first coreset for clustering points in ℝ^d that have mult...
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04/15/2021
Enhanced Monte Carlo Estimation of the Fisher Information Matrix with Independent Perturbations for Complex Problems
The Fisher information matrix provides a way to measure the amount of in...
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03/12/2021
Neural Architecture Search based on Cartesian Genetic Programming Coding Method
Neural architecture search (NAS) is a hot topic in the field of automate...
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09/01/2020
Intelligent Hotel ROS-based Service Robot
With the advances of artificial intelligence (AI) technology, many studi...
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04/16/2020
Coresets for Clustering in Excluded-minor Graphs and Beyond
Coresets are modern data-reduction tools that are widely used in data an...
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09/26/2019
A Quest for Structure: Jointly Learning the Graph Structure and Semi-Supervised Classification
Semi-supervised learning (SSL) is effectively used for numerous classifi...
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07/10/2019
Coresets for Clustering in Graphs of Bounded Treewidth
We initiate the study of coresets for clustering in graph metrics, i.e.,...
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06/12/2019
Coresets for Gaussian Mixture Models of Any Shape
An ε-coreset for a given set D of n points, is usually a small weighted ...
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05/31/2019
KMT coupling for random walk bridges
In this paper we prove an analogue of the Komlós-Major-Tusnády (KMT) emb...
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03/11/2019
Coresets for Ordered Weighted Clustering
We design coresets for Ordered k-Median, a generalization of classical c...
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04/07/2018
ε-Coresets for Clustering (with Outliers) in Doubling Metrics
We study the problem of constructing ε-coresets for the (k, z)-clusterin...
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10/28/2017