In progress
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Ongoing work at MPI-INF
Graphics Researcher
I give generative model sliders and joysticks

I’m a PhD candidate in Computer Science at the University of Toronto, working with Prof. Karan Singh at the Dynamic Graphics Project (DGP). I’ve also had a brief exchange at the Max Planck Institute for Informatics (MPI-INF), working with Christian Theobalt and Rishabh Dabral. My research focuses on modeling human behaviour using generative models, with a particular passion for making 2D/3D digital characters more expressive and lifelike. My works center around controllability, with the goal of turning generative models into animation tools.
Current Interests: Video Diffusion, Speech-driven Animation, Facial Animation, Controllability
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In progress
Ongoing work at MPI-INF
In progress
Ongoing work at MPI-INF
ACM SIGGRAPH MIG, 2026
This paper turns independently recorded voice lines into a two-speaker conversation, using a neural scheduler and a back-channel predictor to give animators control over turn-taking and listener responses.
@inproceedings{pan2026voiceline,
author = {Pan, Yifang and Landreth, Chris and Singh, Karan},
title = {Constructing Dynamic Conversations with Neural Back-channel Generation and Voice-line Scheduling},
booktitle = {The 19th ACM SIGGRAPH Conference on Motion, Interaction, and Games (MIG '26)},
year = {2026},
publisher = {ACM},
doi = {10.1145/3828647.3857292}
}ACM CHI, 2026
This paper presents FAME, a design probe that conveys music to d/Deaf and Hard of Hearing users through expressive facial animation, instrument highlights, and synchronized captions.
@inproceedings{yoo2026fame,
author = {Yoo, Suhyeon and Pan, Yifang and Thomas, Ashish Ajin and Singh, Karan and Truong, Khai N.},
title = {FAME: Exploring Expressive Facial Avatars for Lyrical and Non-Lyrical Music Visualization for d/Deaf Individuals},
booktitle = {Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems},
series = {CHI '26},
year = {2026},
pages = {1--19},
publisher = {ACM},
doi = {10.1145/3772318.3790402}
}ACM SIGGRAPH, 2025
This paper introduces a speech-driven facial animation system with controllable style parameters for generating diverse and expressive character animations.
@inproceedings{pan2025msmd,
author = {Pan, Yifang and Singh, Karan and Hafemann, Luiz Gustavo},
title = {Model See Model Do: Speech-Driven Facial Animation with Style Control},
booktitle = {Proceedings of the Special Interest Group on Computer Graphics and Interactive Techniques Conference Conference Papers},
series = {SIGGRAPH Conference Papers '25},
year = {2025},
pages = {1--10},
publisher = {ACM},
doi = {10.1145/3721238.3730672}
}IEEE TVCG, 2025
This paper explores head-eye coordination patterns learned through virtual reality interactions for improved animation control and realistic character behavior.
@article{pan2025headeyek,
author = {Pan, Yifang and Sidenmark, Ludwig and Singh, Karan},
title = {Head-EyeK: Head-Eye Coordination and Control Learned in Virtual Reality},
journal = {IEEE Transactions on Visualization and Computer Graphics},
year = {2025},
volume = {31},
number = {10},
pages = {9039--9051},
publisher = {IEEE},
doi = {10.1109/TVCG.2025.3589333}
}ACM SIGGRAPH, 2024
This paper presents S3, a multi-modal approach for generating realistic head and eye animations driven by speech, script, and scene context information.
@article{pan2024s3,
author = {Pan, Yifang and Agrawal, Rishabh and Singh, Karan},
title = {S3: Speech, Script and Scene driven Head and Eye Animation},
journal = {ACM Transactions on Graphics},
year = {2024},
volume = {43},
number = {4},
pages = {1--12},
publisher = {ACM},
doi = {10.1145/3658172}
}ACM SIGGRAPH Asia, 2022
This paper introduces VOCAL, a novel approach for creating expressive singing animations through vowel and consonant layering techniques designed for animator-centric workflows.
@inproceedings{pan2022vocal,
author = {Pan, Yifang and Landreth, Chris and Fiume, Eugene and Singh, Karan},
title = {VOCAL: Vowel and Consonant Layering for Expressive Animator-Centric Singing Animation},
booktitle = {SIGGRAPH Asia 2022 Conference Papers},
series = {SA '22},
year = {2022},
pages = {1--9},
publisher = {ACM},
doi = {10.1145/3550469.3555408}
}
Off the clock
I compete internationally in longboard dancing and freestyle. I help run the scene in Toronto and organize competitions.
See the skate pageI'm always excited to discuss research, animation, or any intersection of technology and creativity.
Married to Julie Gan