Grace Guo, Lifu Deng, et al.
FAccT 2024
Stock allocation based on hyper-local market demand is essential to prevent dead inventory in fashion industry. For this purpose, we deployed an AI system which predicts the market demand of a product using sentiment extracted from customer reviews of visually similar products. Our system incorporates deep image and text understanding to auto-extract visually similar products & capture the complex semantics in the noisy reviews. We further map this market sentiment to demographic features of a reviewer's location, thus allowing us to predict the hyper-local market sentiment for any location.
Grace Guo, Lifu Deng, et al.
FAccT 2024
Taku Ito, Luca Cocchi, et al.
ICML 2025
Natalia Martinez Gil, Kanthi Sarpatwar, et al.
NeurIPS 2023
Shubhi Asthana, Pawan Chowdhary, et al.
INFORMS 2020