基础模型 · 商业智能
Shopify 高级首席机器学习工程师
Yang Liu 刘阳
Yang Liu（刘阳）现任 Shopify 基础模型团队高级首席机器学习工程师，主要研究生成式搜索与推荐、大规模表征学习和嵌入模型。
加入 Shopify 之前，他曾在 Magic Leap 以及被收购前的 Sportlogiq 从事机器学习研发工作。他致力于将基础模型研究转化为可靠、可规模化的商业产品。
专业活动
研究方向与出版物
按研究方向整理
生成式检索、序列推荐及大规模嵌入模型。
- 2026The generative recommender behind Shopify’s commerce engine
Yang Liu
Shopify Engineering Engineering article
- 2025Leveraging multimodal LLMs for Shopify’s global catalogue
Audrey-Anne Guindon, Jonathan Ohayon, Ali Khanafer, Yang Liu
Shopify Engineering · ICLR 2025 recap Engineering article
视觉识别、视频理解及高效数据表征。
- 2023A scale-invariant trajectory simplification method for efficient data collection in videos
Yang Liu, Luiz Gustavo Hafemann
CVPR Workshops Conference
- 2022System and Method for Identity Preservative Representation of Persons and Objects Using Spatial and Appearance Attributes
Mehrsan Javan Roshtkhari, Md Amran Hossen Bhuiyan, Yang Liu, Parthipan Siva, Eric Georges Granger, Ismail Ben Ayed
US Patent App. 17/809,175 Patent
- 2021Detecting and matching related objects with one proposal multiple predictions
Yang Liu, Luiz G. Hafemann, Michael Jamieson, Mehrsan Javan
CVPR Workshops Conference
- 2020Pose Guided Gated Fusion for Person Re-identification
Amran Bhuiyan, Yang Liu, Parthipan Siva, Mehrsan Javan, Ismail Ben Ayed, Eric Granger
IEEE WACV Conference
- 2014The Design of a Micro-Parts Tracking System Micro-Vision-Based
Ye Lan Wu, Fei Yang, Zhi Jing Zhang, Yang Liu, Tao Xie
Applied Mechanics and Materials 614 Conference
多模态学习、沉浸式系统与人机交互。
- 2025Leveraging LLMs to Create a Haptic Devices’ Recommendation System
Yang Liu, Haiwei Dong, Abdulmotaleb El Saddik
arXiv:2501.12573 Preprint
- 2025Empirical Studies of Large-Scale Environment Scanning by Consumer Electronics
Mengyuan Wang, Yang Liu, Haopeng Wang, Haiwei Dong, Abdulmotaleb El Saddik
IEEE Consumer Electronics Magazine 15 (2) Journal
- 2025MetaDecorator: Generating Immersive Virtual Tours through Multimodality
Shuang Xie, Yang Liu, Jeannie S.A. Lee, Haiwei Dong
arXiv:2501.16164 Preprint
- 2024Bringing robots home: The rise of AI robots in consumer electronics
Haiwei Dong, Yang Liu, Ted Chu, Abdulmotaleb El Saddik
IEEE Consumer Electronics Magazine 14 (1) Journal
- 2022Metaverse meets consumer electronics
Haiwei Dong, Yang Liu
IEEE Consumer Electronics Magazine 12 (3) Journal
- 2019EVM-CNN: Real-time contactless heart rate estimation from facial video
Ying Qiu, Yang Liu, Juan Arteaga-Falconi, Haiwei Dong, Abdulmotaleb El Saddik
IEEE Transactions on Multimedia 21 (7) Journal
- 2018Systems and methods for establishing telepresence of a remote user
Imants Dan Jumis, Abdulmotaleb El Saddik, Haiwei Dong, Yang Liu
US Patent App. 15/995,483 Patent
- 2018Technical evaluation of HoloLens for multimedia: A first look
Yang Liu, Haiwei Dong, Longyu Zhang, Abdulmotaleb El Saddik
IEEE MultiMedia 25 (4) Journal
- 2017Human head stiffness rendering
Minggao Wei, Yang Liu, Haiwei Dong, Abdulmotaleb El Saddik
IEEE Transactions on Instrumentation and Measurement 66 (8) Journal
- 2017Intelligent Stereo Video Monitoring System for Paramedic Helmet
Yang Liu
University of Ottawa Thesis
完整列表（含引用信息）请参阅 Google Scholar .