算法推荐技术

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经济日报:算法“破茧”非一日之功
news flash· 2025-06-17 23:19
Core Insights - Algorithm recommendation technology has deeply integrated into various fields and scenarios of economic and social development, enhancing user experience by filtering redundant information and improving information acquisition efficiency [1] - While algorithm recommendations drive user engagement and growth for platforms, they also pose risks such as content homogenization and the emergence of "information cocoons" [1] - The proliferation of low-quality content threatens the content creation ecosystem, potentially leading to the loss of quality creators and users, which could severely impact the healthy development of platforms [1]
是时候打破算法偏见了
2 1 Shi Ji Jing Ji Bao Dao· 2025-05-22 16:51
Core Viewpoint - The article discusses the "Clear and Bright" initiative by China's Cyberspace Administration aimed at addressing algorithm-related issues such as the promotion of vulgar content, the creation of "information cocoons," and the polarization of viewpoints through algorithmic recommendations [1][2]. Group 1: Algorithm Governance - The initiative emphasizes the need for major platforms like Douyin and Xiaohongshu to optimize their recommendation algorithms to promote positive content, ensure user choice, enhance content diversity, and improve algorithm transparency [1][2]. - The goal is to transform algorithms from amplifiers of bias into tools for efficiency, thereby reducing user anxiety and fostering a healthier content platform ecosystem [1][3]. Group 2: Misunderstanding of Algorithms - There is a prevalent misunderstanding regarding algorithms, with many believing they only serve to reinforce users' existing preferences and viewpoints, leading to increased polarization and division [2][3]. - The article highlights that the creation of "information cocoons" is not solely a flaw of the algorithms but rather a complex issue influenced by various factors, including user behavior and data representation [2]. Group 3: User Participation and Collaboration - The resolution of "information cocoons" requires not only technological and policy interventions but also active user participation and collaborative efforts from society as a whole [3]. - The article suggests that rather than blaming algorithms for biases, there should be a focus on how to better utilize algorithms to meet human needs [3][4]. Group 4: Embracing Technology - The current situation calls for an open mindset towards technology while maintaining a rigorous and professional approach to its application, enabling innovation and transformation that benefits everyone [4].