On the role of data in PAC-BayesGintare Karolina DziugaiteKyle HsuWaseem GharbiehGabriel ArpinoDaniel RoyPMLRInternational Conference on Artificial Intelligence and Statistics
Upper and lower bounds on the Bayes risk for multiple, composite-hypothesis classification are obtained. Bounds on the Bayes risk for M simple classes are derived in terms of the risk functions for (M-1) classes, and so on, until the desired result depends only on the pairwise (M=2) Ba...
data using a new family of second-order PAC-Bayes bounds. This analysis shows, in simple... A Masegosa - 《Arxiv Learning》 被引量: 0发表: 2019年 Image, Speech and Intelligent Systems This paper presents a bound on the performance of a Support Vector Machine obtained within the PAC-...
The Role of Pre-training Data in Transfer Learning. [paper] Rahim Entezari, Mitchell Wortsman, Olga Saukh, M.Moein Shariatnia, Hanie Sedghi, Ludwig Schmidt. Key Word: Pre-training; Transfer Learning. Digest We investigate the impact of pre-training data distribution on the few-shot and full...
Crawl and Visualize ICLR 2019 OpenReview Data Descriptions This Jupyter Notebook contains the data and visualizations that are crawled ICLR 2019 OpenReview webpages. All the crawled data (sorted by the average ratings) can be found here. The accepted papers have an average rating of 6.611 and 4.7...
DORA The Explorer: Directed Outreaching Reinforcement Action-Selection. Lior Fox Leshem Choshen Yonatan Loewenstein 原文链接 谷歌学术 必应学术 百度学术 TD or not TD: Analyzing the Role of Temporal Differencing in Deep Reinforcement Learning.
Tang Li,Zhao Zheng,Gong Xiujun,et al.On the generalization of PAC-Bayes bound for SVM linear classifier.Contemporary Research on E-Business Technology and Strategy. 2013Tang Li,Zhao Zheng,Gong Xiujun,et al.On the generalization of PAC-bayes bound for SVM linear classifier[C]//Contemporary ...
Tang Li,Zhao Zheng,Gong Xiujun,et al.On the general- ization of PAC-bayes bound for SVM linear classifier[C]// Contemporary Research on E-business Technology and Strategy.Berlin:Springer,2012:176-186.On the generalization of PAC-bayes bound for SVM linear classifier. Tang Li,Zhao Zheng,Gong...
The Role of Pre-training Data in Transfer Learning. [paper] Rahim Entezari, Mitchell Wortsman, Olga Saukh, M.Moein Shariatnia, Hanie Sedghi, Ludwig Schmidt. Key Word: Pre-training; Transfer Learning. Digest We investigate the impact of pre-training data distribution on the few-shot and full...
Task Relatedness-Based Generalization Bounds for Meta Learning [paper] Jiechao Guan, Zhiwu Lu --ICLR 2022 How Tight Can PAC-Bayes be in the Small Data Regime? [paper] Andrew Y. K. Foong, Wessel P. Bruinsma, David R. Burt, Richard E. Turner --NeurIPS 2021 ...