跨域推荐|阿里|Not All Embeddings are Created Equal: Towards Robust Cross-domain Recommendation twilly 山东大学 数学硕士在读31 人赞同了该文章 目录 收起 背景介绍+Pipeline说明 背景介绍 Pipeline 预训练得到全局嵌入表示 对于一个特定领域的用户嵌入进行LoRA微调 对偶流自编码器 对偶流自编码器的...
Recent cross-domain recommendation (CDR) studies assume that disentangled domain-shared and domain-specific user representations can mitigate domain gaps and facilitate effective knowledge transfer. However, achieving perfect disentanglement is challenging in practice, because user behaviors in CDR are highly...
IAMHAPPY: Towards an IoT knowledge-based cross-domain well-being recommendation system for everyday happinessNowadays, healthy lifestyle, fitness, and diet habits have become central applications in our daily life. Positive psychology such as well-being and happiness is the ultimate dream of every...
At various times in recent decades, surges have occurred in optimism about the potential for universal influenza vaccines that provide strong, broad, and l
Significant progress has been achieved in human health in the European Union in recent years. New medicines, vaccines, and treatments have been developed to tackle some of the leading causes of disease and life-threatening illnesses. It is clear that inv
Progress towards universal access to safe drinking water and nutritious food has been moving forward at a slower than desired rate. Computational tools can help accelerate progress towards these goals, but solutions need to be open source, and designed, developed and implemented in a participatory ma...
we introduce two kinds of contrastive learning tasks by sampling multi-domain negatives. With the pre-trained universal sequence representation model, our approach can be effectively transferred to new cross-domain and cross-platform recommendation scenarios in a parameter-efficient way, under either indu...
When on July 19, Oxford Business Group (OBG) released its first of a two-part Environmental, Social and Governance (ESG) Intelligence report, in partnership with General Motors (GM), with a focus on electric vehicles (EVs), Economy Middle East (EME) sought to explore the key role that EV...
You can be an expert in recommendation systems and say computer vision. This crossover of skills makes you much more valuable to employers as you are one person capable of doing some bits of other roles. How do you go about acquiring these adjacent skills?
On the contrary, such universal evidence does not exist but strongly relies on assumptions derived from the application domain, company guidelines, team members’ experience, and project-specific requirements. In order to provide the necessary flexibility for customised evaluations, the weight profiles ...