Policy Learning for Fairness in Ranking 摘要 提出新的Learning-to-Rank(LTR)框架用来优化各种效用指标以及物品方的曝光值公平约束。提出新的算法FAIR-PG-RANK通过策略梯度方法直接搜寻公平的排序策略。 源代码 https://github.com/ashudeep/Fair-PGRankgithub.com/ashudeep/Fair-PGRank 介绍 FAIR-PG-RANK算法...
Conventional Learning-to-Rank (LTR) methods optimize the utility of the rankings to the users, but they are oblivious to their impact on the ranked items. However, there has been a growing understanding that the latter is important to consider for a wide range of ranking applications (e.g....
The literature addressing bias and fairness in AI models (fair-AI) is growing at a fast pace, making it difficult for novel researchers and practitioners to have a bird’s-eye view picture of the field. In particular, many policy initiatives, standards, and best practices in fair-AI have b...
By focusing on deliberation and learning, my approach here has some affinity with the deliberative systems view (for overview see Parkinson and Mansbridge 2012) and what Edenhofer and Kowarsch (2015) call the pragmatic-enlightened model of assessment making. This article focuses on the responsibilitie...
That will open another spot on the committee for an additional Republican. Sen. Patty Murray (D-WA) will move to the role of ranking member having served as chair this last Congress. Similarly to Sen. Collins, she sits on HELP and was the top Democrat on that committee for several ...
There is no ranking in the order of appearance of these principles; however, some of the most fundamental propositions come first. 2.1. In general the proper risk level is the result of a process balancing different concerns In general, the proper risk level is the result of a process balanc...
What is Amazon SageMaker AI? Recommendations for a first-time user of Amazon SageMaker AI Overview of machine learning with Amazon SageMaker AI SageMaker AI Features Setting up SageMaker AI Complete Amazon SageMaker AI prerequisites Use quick setup Use custom setup Domain overview SageMaker AI domain ...
Should public companies (those whose stock is publicly traded) have to disclose the pay and total compensation of their CEOs and other high-ranking officials? In your opinion, should September 11th be made a national holiday or national day of mourning?
fairness, freedom, respect and kindness are valuable ends (to name but a few) – the practical implications of this remain unresolved. Agreement that something is an important value does not entail agreement that public institutions should promote or try to secure it, for example. And agreement ...
In July 2017, China’s State Council released the country’s strategy for developing artificial intelligence (AI), entitled ‘New Generation Artificial Intelligence Development Plan’ (新一代人工智能发展规划). This strategy outlined China’s aims to become the world leader in AI by 2030, to monet...