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General Information
Full Name | Lingxiao Li |
Languages | Chinese, English |
Education
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2022
MSc in Computer Science
Columbia University, New York, USA
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2020
BSc (Hons) in Computer Science
University of Liverpool, Liverpool, UK
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2020
BSc (Hons) in Computer Science
Xi’an Jiao-tong Liverpool University, Suzhou, China
Experience
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2024 - now
Research Assistant
Department of Information Engineering, The Chinese University of Hong Kong
Advised by Prof. Xiangyu Yue
- Customized Image Editing and Generation with Diffusion Models, Generative Models Theory
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2021 - 2023
Research Intern
Institute of Computing Technology, Chinese Academy of Sciences
Advised by Prof. Shuhui Wang
- This research focuses on generating diverse images for an unseen category given only a few images.
- Achieve state-of-the-art few-shot image generation with high quality and diversity using GAN inversion to manipulate latent codes in hyperbolic space.
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2022 - 2023
Research Assistant
Department of Computer Science, Columbia University
Advised by Prof. Junfeng Yang and Prof. Asaf Cidon
- Monitor and adopt domain shifts at scale in the post-deployment phase to maintain a healthy and functional deep learning system.
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2021 - 2022
Research Assistant
Department of Electrical Engineering, Columbia University
Advised by Prof. Zoran Kostic
- Deployed and trained a customized YOLOv4 on Google Cloud Platform to track small objects in video from 12th floor eye bird camera, decorated the confounder in the training dataset to improve the detection accuracy.
- Deployed DeepSORT and achieved an average of over 95% counting accuracy for vehicles.
Teaching
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2022
CSOR W4231 - Analysis of Algorithms, Spring 22
Department of Computer Science, Columbia University
- Instructor: Eleni Drinea
- Teaching Assistant for 400 students
- Developed course material, assignments and gave tutorials
Academic Interests
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Unsupervised/Few-shot learning
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Generative models
- GANs
- Diffusion models
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Multi-modal Learning - LLM Guilded Content Generation
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Domain generalization
- Test time domain adaptation
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Representation Learning
Other Interests
- Volunteer: Primary School Teacher, AIESEC Overseas Volunteer Program in Colombo, Sri Lanka, 2017
- Hobbies: Classical Music, History, etc.