ColdGuess: A General and Effective Relational Graph Convolutional Network to Tackle Cold Start Cases. (arXiv:2205.12318v1 [cs.LG])

Low-quality listings and bad actor behavior in online retail websites
threatens e-commerce business as these result in sub-optimal buying experience
and erode customer trust. When a new listing is created, how to tell it has
good-quality? Is the method effective, fast, and scalable? Previous approaches
often have three limitations/challenges: (1) unable to handle cold start
problems where new sellers/listings lack sufficient selling histories. (2)
inability of scoring hundreds of millions of listings at scale, or compromise
performance for scalability. (3) …

arxiv cases cold start general graph network