Recommending what video to watch next: a multitask ranking system

Z Zhao, L Hong, L Wei, J Chen, A Nath… - Proceedings of the 13th …, 2019 - dl.acm.org
In this paper, we introduce a large scale multi-objective ranking system for recommending
what video to watch next on an industrial video sharing platform. The system faces many …

Speed/accuracy trade-offs for modern convolutional object detectors

J Huang, V Rathod, C Sun, M Zhu… - Proceedings of the …, 2017 - openaccess.thecvf.com
The goal of this paper is to serve as a guide for selecting a detection architecture that
achieves the right speed/memory/accuracy balance for a given application and platform. To …

Snorkel drybell: A case study in deploying weak supervision at industrial scale

SH Bach, D Rodriguez, Y Liu, C Luo, H Shao… - Proceedings of the …, 2019 - dl.acm.org
Labeling training data is one of the most costly bottlenecks in develo** machine learning-
based applications. We present a first-of-its-kind study showing how existing knowledge …

Related pins at pinterest: The evolution of a real-world recommender system

DC Liu, S Rogers, R Shiau, D Kislyuk, KC Ma… - Proceedings of the 26th …, 2017 - dl.acm.org
Related Pins is the Web-scale recommender system that powers over 40% of user
engagement on Pinterest. This paper is a longitudinal study of three years of its …

Complete the look: Scene-based complementary product recommendation

WC Kang, E Kim, J Leskovec… - Proceedings of the …, 2019 - openaccess.thecvf.com
Modeling fashion compatibility is challenging due to its complexity and subjectivity. Existing
work focuses on predicting compatibility between product images (eg an image containing a …

Shop by image: Characterizing visual search in e-commerce

A Dagan, I Guy, S Novgorodov - Information Retrieval Journal, 2023 - Springer
Visual search has become more popular in recent years, allowing users to search by an
image they are taking using their mobile device or uploading from their photo library. One …

An introduction to lifelong supervised learning

S Sodhani, M Faramarzi, SV Mehta, P Malviya… - arxiv preprint arxiv …, 2022 - arxiv.org
This primer is an attempt to provide a detailed summary of the different facets of lifelong
learning. We start with Chapter 2 which provides a high-level overview of lifelong learning …

Web-scale responsive visual search at bing

H Hu, Y Wang, L Yang, P Komlev, L Huang… - Proceedings of the 24th …, 2018 - dl.acm.org
In this paper, we introduce a web-scale general visual search system deployed in Microsoft
Bing. The system accommodates tens of billions of images in the index, with thousands of …