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Robust Subsampling Techniques for Outlier Handling in Persistent Homology

by instadatahelp | Aug 27, 2023 | AI Blogs

Outlier-Robust Subsampling Techniques for Persistent Homology Bernadette J. Stolz; 24(90):1−35, 2023. Abstract Persistent homology has gained popularity in various real-world data applications in recent years. However, the scalability of persistent homology algorithms...
A Study on the UNISOUND System for VoxCeleb Speaker Recognition Challenge 2023 (arXiv:2308.12526v1 [eess.AS])

A Study on the UNISOUND System for VoxCeleb Speaker Recognition Challenge 2023 (arXiv:2308.12526v1 [eess.AS])

by instadatahelp | Aug 27, 2023 | AI Blogs

This report presents the submission of UNISOUND for both Track 1 and Track 2 of the VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC 2023). Our system, which is trained solely on VoxCeleb2-dev, utilizes two architectures: Large-scale ResNet and RepVGG....

The Significance of Sparsification in the Sinkhorn Algorithm

by instadatahelp | Aug 27, 2023 | AI Blogs

Importance Sparsification for Sinkhorn Algorithm Mengyu Li, Jun Yu, Tao Li, Cheng Meng; 24(247):1−44, 2023. Abstract The Sinkhorn algorithm is widely used for approximating the solutions to optimal transport (OT) and unbalanced optimal transport (UOT) problems....
A Study on the UNISOUND System for VoxCeleb Speaker Recognition Challenge 2023 (arXiv:2308.12526v1 [eess.AS])

Applications of Legged Robot Locomotion: Exploring both Rewards and Constraints (arXiv:2308.12517v1 [cs.RO])

by instadatahelp | Aug 27, 2023 | AI Blogs

Previous studies have shown impressive control performance in complex robotic systems by using neural networks and model-free reinforcement learning. However, these controllers with natural motion and high task performance require extensive reward engineering, which...

Analysis of Concentration in Multivariate Elliptic Diffusion Processes

by instadatahelp | Aug 27, 2023 | AI Blogs

Concentration Analysis of Multivariate Elliptic Diffusions Lukas Trottner, Cathrine Aeckerle-Willems, Claudia Strauch; 24(106):1−38, 2023. Abstract This study presents concentration inequalities and associated PAC bounds for both continuous- and discrete-time additive...
A Study on the UNISOUND System for VoxCeleb Speaker Recognition Challenge 2023 (arXiv:2308.12526v1 [eess.AS])

Efficiency of Class Incremental Learning with Masked Autoencoders (arXiv:2308.12510v1 [cs.CV])

by instadatahelp | Aug 27, 2023 | AI Blogs

The concept of Class Incremental Learning (CIL) revolves around the idea of learning new classes in a sequential manner while preventing the loss of previous knowledge. In order to achieve this, we suggest the use of Masked Autoencoders (MAEs) as efficient learners...
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