Laboratory for Deep Structured Learning

2025

1. NeurIPS

   Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction

   Yuanpei Gao, Qi Yan, Yan Leng, and Renjie Liao

   In Annual Conference on Neural Information Processing Systems (NeurIPS), 2025

   Bib PDF

   @inproceedings{gao2025neural,
     title = {Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction},
     author = {Gao, Yuanpei and Yan, Qi and Leng, Yan and Liao, Renjie},
     booktitle = {Annual Conference on Neural Information Processing Systems (NeurIPS)},
     year = {2025},
   }

2. NeurIPS

   RETRO SYNFLOW: Discrete Flow Matching for Accurate and Diverse Single-Step Retrosynthesis

   Robin Yadav, Qi Yan, Guy Wolf, Avishek Joey Bose, and Renjie Liao

   In Annual Conference on Neural Information Processing Systems (NeurIPS), 2025

   Bib PDF

   @inproceedings{yadav2025retro,
     title = {RETRO SYNFLOW: Discrete Flow Matching for Accurate and Diverse Single-Step Retrosynthesis},
     author = {Yadav, Robin and Yan, Qi and Wolf, Guy and Bose, Avishek Joey and Liao, Renjie},
     booktitle = {Annual Conference on Neural Information Processing Systems (NeurIPS)},
     year = {2025},
   }

3. IEEE TIT

   An information-theoretic framework for out-of-distribution generalization with applications to stochastic gradient Langevin dynamics

   Wenliang Liu, Guanding Yu, Lele Wang, and Renjie Liao

   IEEE Transactions on Information Theory (TIT), 2025

   Bib PDF

   @article{liu2025information,
     title = {An information-theoretic framework for out-of-distribution generalization with applications to stochastic gradient Langevin dynamics},
     author = {Liu, Wenliang and Yu, Guanding and Wang, Lele and Liao, Renjie},
     journal = {IEEE Transactions on Information Theory (TIT)},
     year = {2025},
     publisher = {IEEE},
   }

4. IJCV

   Learning latent part-whole hierarchies for point clouds

   Xiang Gao, Wei Hu, and Renjie Liao

   International Journal of Computer Vision (IJCV), 2025

   Bib PDF

   @article{gao2025learning,
     title = {Learning latent part-whole hierarchies for point clouds},
     author = {Gao, Xiang and Hu, Wei and Liao, Renjie},
     journal = {International Journal of Computer Vision (IJCV)},
     pages = {1--20},
     year = {2025},
     publisher = {Springer},
   }

5. CVPR

   Moflow: One-step flow matching for human trajectory forecasting via implicit maximum likelihood estimation based distillation

   Yuxiang Fu, Qi Yan, Lele Wang, Ke Li, and Renjie Liao

   In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025

   Bib PDF Blog Code Website

   @inproceedings{fu2025moflow,
     title = {Moflow: One-step flow matching for human trajectory forecasting via implicit maximum likelihood estimation based distillation},
     author = {Fu, Yuxiang and Yan, Qi and Wang, Lele and Li, Ke and Liao, Renjie},
     booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     pages = {17282--17293},
     year = {2025},
   }

6. ICML

   Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation

   Sadegh Mahdavi, Muchen Li, Kaiwen Liu, Christos Thrampoulidis, Leonid Sigal, and Renjie Liao

   In International Conference on Machine Learning (ICML), 2025

   Bib PDF Code Website

   @inproceedings{mahdavi2025leveraging,
     title = {Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation},
     author = {Mahdavi, Sadegh and Li, Muchen and Liu, Kaiwen and Thrampoulidis, Christos and Sigal, Leonid and Liao, Renjie},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2025},
   }

7. IROS

   TrajFlow: Multi-modal Motion Prediction via Flow Matching

   Qi Yan, Brian Zhang, Yutong Zhang, Daniel Yang, Joshua White, Di Chen, Jiachao Liu, Langechuan Liu, Binnan Zhuang, Shaoshuai Shi, and  others

   In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2025

   Bib PDF Blog Code Website

   @inproceedings{yan2025trajflow,
     title = {TrajFlow: Multi-modal Motion Prediction via Flow Matching},
     author = {Yan, Qi and Zhang, Brian and Zhang, Yutong and Yang, Daniel and White, Joshua and Chen, Di and Liu, Jiachao and Liu, Langechuan and Zhuang, Binnan and Shi, Shaoshuai and others},
     booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
     year = {2025},
   }

8. ICLR

   SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups

   Yongxing Zhang, Donglin Yang, and Renjie Liao

   In International Conference on Learning Representations (ICLR), Oral (1.8%), 2025

   Bib PDF Code

   @inproceedings{zhang2025symmetricdiffusers,
     title = {SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups},
     author = {Zhang, Yongxing and Yang, Donglin and Liao, Renjie},
     booktitle = {International Conference on Learning Representations (ICLR), Oral (1.8%)},
     year = {2025},
   }

2022

1. arXiv

   Gaussian-Bernoulli RBMs without Tears

   Renjie Liao, Simon Kornblith, Mengye Ren, David J Fleet, and Geoffrey Hinton

   arXiv preprint arXiv:2210.10318, 2022

   Bib PDF Code

   @article{liao2022gaussian,
     title = {Gaussian-Bernoulli RBMs without Tears},
     author = {Liao, Renjie and Kornblith, Simon and Ren, Mengye and Fleet, David J and Hinton, Geoffrey},
     journal = {arXiv preprint arXiv:2210.10318},
     year = {2022}
   }