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# onerec
Under the paradigm of conventional recommendation system algorithm and system dual optimization, the effect mining of a single task or a single business by front-line companies has almost reached its limit. Since 2019, we have started to pay attention to the extraction and fusion of various information, and proposed the OneRec algorithm, hoping to integrate knowledge through platforms or various external information, break data silos, and greatly expand the recommended "Extra World Knowledge". Algorithms that have been practiced include behavioral data (multi-signal, long-term and short-term signals), content description, social information, knowledge graph, etc. In OneRec, the integration of each type of information and the overall algorithm is pluggable. In this way, on the one hand, it is convenient for everyone to flexibly combine various information under their own platform data, and on the other hand, it is convenient for open source co-construction. You can integrate your own on it. various algorithms. What I share today is the work that has been verified online before. The relevant codes and papers have been open sourced at: https://github.com/xuanjixiao/onerec. Welcome everyone to contact us, join the WeChat group (contact information: growj@126.com), and join the team for open source co-construction.
在常规推荐系统算法和系统双优化的范式下,一线公司针对单个任务或单个业务的效果挖掘几乎达到极限。从2019年我们开始关注多种信息的萃取融合,提出了OneRec算法,希望通过平台或外部各种各样的信息来进行知识集成,打破数据孤岛,极大扩充推荐的“Extra World Knowledge”。 已实践的算法包括行为数据(多信号,长短期信号),内容描述,社交信息,知识图谱等。在OneRec,每种信息和整体算法的集成是可插拔的,这样的话一方面方便大家在自己的平台数据下灵活组合各种信息,另一方面方便开源共建,大家可以在上边集成自己的各种算法。今天分享的都是之前在线上验证过效果的工作,相关代码和论文已经开源在: https://github.com/xuanjixiao/onerec 。欢迎大家联系我们,加入微信群(联系方式:growj@126.com),加入团队进行开源共建。

The main contributor to the current code: [Xuanji Xiao, xuanji.xiao@gmail.com](https://scholar.google.com/ citations?user=DFsMY2IAAAAJ)), Ziyu He, Huaqiang Dai, Huabin Chen, [Yuzhen Liu](https://github.com/codestorm04)
当前代码主要贡献者:[肖玄基](https://scholar.google.com/citations?user=DFsMY2IAAAAJ)([Xuanji Xiao, xuanji.xiao@gmail.com](https://scholar.google.com/citations?user=DFsMY2IAAAAJ)),和子钰(Ziyu He),戴华强(Huaqiang Dai),陈华斌(Huabin Chen)、[刘誉臻(Yuzhen Liu)](https://github.com/codestorm04)

# 1)多源信号融合
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