Scholar
Renjie Liao
Google Scholar ID: 2wrS35MAAAAJ
University of British Columbia
Machine Learning
Computer Vision
Artificial Intelligence
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Citations & Impact
All-time
Citations
8,660
H-index
41
i10-index
65
Publications
20
Co-authors
168
list available
Contact
Email
renjie.liao@ubc.ca
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Publications
19 items
TrajLoom: Dense Future Trajectory Generation from Video
2026
Cited
0
Stable Velocity: A Variance Perspective on Flow Matching
2026
Cited
0
Point transformer for protein structural heterogeneity analysis using CryoEM
arXiv.org · 2026
Cited
0
Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection
2025
Cited
0
Test-Time Steering for Lossless Text Compression via Weighted Product of Experts
Conference on Empirical Methods in Natural Language Processing · 2025
Cited
0
Free Lunch Alignment of Text-to-Image Diffusion Models without Preference Image Pairs
2025
Cited
0
ControlEchoSynth: Boosting Ejection Fraction Estimation Models via Controlled Video Diffusion
2025
Cited
0
Score Augmentation for Diffusion Models
2025
Cited
0
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Resume (English only)
Academic Achievements
Published extensively in top-tier venues including ICLR, NeurIPS, ICML, CVPR, ICCV, ECCV, MICCAI, etc., across multiple research areas:
Deep Generative Models: e.g., Discrete Diffusion on Symmetric Groups (ICLR 2025), Neural Merton Jump Diffusion (NeurIPS 2025), GRAN (NeurIPS 2019).
Geometric Deep Learning: e.g., Latent Graph VAE (ICML 2024), Specformer (ICLR 2023), LanczosNet (ICLR 2019).
Neural Algorithmic/Math Reasoning: e.g., AoPS Math Benchmark (ICML 2025), OOD Generalization in Algorithmic Reasoning (TMLR 2022).
Generalization Bounds: e.g., Information-theoretic OOD Generalization (IEEE TIT 2025), PAC-Bayes Bounds for GNNs (ICLR 2021).
Optimization: e.g., Implicit differentiation (ICML 2018), Differentiable Bipartite Matching (ICCV 2019).
Computer Vision and Self-driving: numerous works at CVPR, ICCV, ECCV, IROS, e.g., LaneGCN (ECCV 2020), MoFlow (CVPR 2025).
Healthcare AI: e.g., GNNs for left ventricle landmark detection (MICCAI 2023) and ejection fraction estimation (MICCAI 2022) in echocardiograms.
Recipient of the Canada CIFAR AI Chair award.
Co-authors
168 total
Raquel Urtasun
Founder & CEO Waabi, Professor, University of Toronto.
Richard Zemel
Professor of Computer Science, University of Toronto
Jiaya Jia
Chair Professor, HKUST; Adjunct Prof., CUHK
Co-author 4
Sanja Fidler
University of Toronto, NVIDIA
Yuwen Xiong
University of Toronto
Co-author 7
Co-author 8
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