by instadatahelp | Aug 28, 2023 | AI Blogs
Confidence Intervals and Hypothesis Testing for High-dimensional Quantile Regression: Convolution Smoothing and Debiasing Yibo Yan, Xiaozhou Wang, Riquan Zhang; 24(245):1−49, 2023. Abstract Quantile regression with an $\ell_1$ penalty ($\ell_1$-QR) is a valuable...
by instadatahelp | Aug 28, 2023 | AI Blogs
Privacy-Aware Rejection Sampling Jordan Awan, Vinayak Rao; 24(74):1−32, 2023. Abstract In this study, we examine the potential vulnerabilities of differential privacy (DP) mechanisms to side-channel attacks, specifically timing attacks, and propose a privacy-aware...
![FedSoL: Unifying Global Alignment and Local Generality in Federated Learning. (arXiv:2308.12532v1 [cs.LG])](https://instadatanews.com/wp-content/uploads/2023/08/arxiv-logo-fb-1080x675.png)
by instadatahelp | Aug 27, 2023 | AI Blogs
Federated Learning (FL) is a method that uses locally trained models from individual clients to create a global model. FL allows for model training while preserving data privacy. However, it can suffer from performance degradation when the data distributions among...
by instadatahelp | Aug 27, 2023 | AI Blogs
Graph Attention Retrospective Authors: Kimon Fountoulakis, Amit Levi, Shenghao Yang, Aseem Baranwal, Aukosh Jagannath; Volume 24, Issue 246, Pages 1-52, 2023. Abstract Graph-based learning is a rapidly growing sub-field of machine learning that finds applications in...
by instadatahelp | Aug 27, 2023 | AI Blogs
arXivLabs is a platform where collaborators can create and share new features for the arXiv website. Both individuals and organizations that collaborate with arXivLabs align with our principles of openness, community, excellence, and user data privacy. We are...
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...
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....
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....
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...
by Anurishi Jain | Aug 27, 2023 | News
Prime Minister Narendra Modi on Sunday called for a global framework for the ethical use of artificial intelligence (AI) and for the development of sustainable cryptocurrencies. He made the remarks during his address to the B20 Summit India 2023, a gathering of...
