by instadatahelp | Aug 28, 2023 | AI Blogs
Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels Hao Wang, Rui Gao, Flavio P. Calmon; 24(26):1−43, 2023. Abstract This paper examines the generalization of models trained by noisy iterative algorithms and analyzes their...
by instadatahelp | Aug 28, 2023 | AI Blogs
[Submitted on 24 Aug 2023] Authors:Shan Guleria, Benjamin Schwartz, Yash Sharma, Philip Fernandes, James Jablonski, Sodiq Adewole, Sanjana Srivastava, Fisher Rhoads, Michael Porter, Michelle Yeghyayan, Dylan Hyatt, Andrew Copland, Lubaina Ehsan, Donald Brown, Sana...
by instadatahelp | Aug 28, 2023 | AI Blogs
Alpha-divergence Variational Inference Meets Importance Weighted Auto-Encoders: Methodology and Asymptotics Authors: Kamélia Daudel, Joe Benton, Yuyang Shi, Arnaud Doucet; 24(243):1−83, 2023. Abstract Many algorithms have been proposed that utilize the Variational...
by instadatahelp | Aug 28, 2023 | AI Blogs
The paper explores the potential of using the Llama 2 Large Language Model (LLM) for multitask analysis of financial news. The authors employed a fine-tuning approach based on PEFT/LoRA. During the study, the model was fine-tuned for several tasks, including analyzing...
by instadatahelp | Aug 28, 2023 | AI Blogs
A Simple Approach to Enhance Single-Model Deep Uncertainty via Distance-Awareness Authors: Jeremiah Zhe Liu, Shreyas Padhy, Jie Ren, Zi Lin, Yeming Wen, Ghassen Jerfel, Zachary Nado, Jasper Snoek, Dustin Tran, Balaji Lakshminarayanan; Published in 2023; Volume 24,...
by instadatahelp | Aug 28, 2023 | AI Blogs
arXivLabs is a platform where collaborators can create and share innovative features for the arXiv website. Both individuals and organizations that collaborate with arXivLabs are aligned with our core principles of openness, community, excellence, and user data...
by instadatahelp | Aug 28, 2023 | AI Blogs
Selection by Prediction with Conformal p-values Authors: Ying Jin, Emmanuel J. Candes; Published in volume 24(244) on pages 1-41 in 2023. Abstract Decision making and scientific discovery pipelines often involve multiple stages, where initial screening is used to...
by instadatahelp | Aug 28, 2023 | AI Blogs
The content can be rewritten as: arXivLabs is a platform that enables collaborators to create and share innovative features directly on our website. Both individuals and organizations that collaborate with arXivLabs have embraced and embraced our core principles of...
by instadatahelp | Aug 28, 2023 | AI Blogs
Online Stochastic Gradient Descent with Arbitrary Initialization Solves Non-smooth, Non-convex Phase Retrieval Authors: Yan Shuo Tan, Roman Vershynin; Published in 24(58):1−47, 2023. Abstract The problem of phase retrieval can be solved using a two-step procedure....
by instadatahelp | Aug 28, 2023 | AI Blogs
The use of surrogate model-based optimization in engineering design has been on the rise. This method involves creating a surrogate model using data from simulations or real-world experiments, and then using numerical optimization techniques to find the optimal...
