My research is at the intersection of computational neuroscience and deep unsupervised (self-supervised) learning, enhancing our understanding of the computational principles governing unsupervised representation learning in both brains and machines, and reshaping our insights into natural signal statistics.
I am actively looking for Graduate/Undergraduate students interested in unsupervised learning, generative models, and world models. Please email me your CV if you are interested in working with me.
news
| Feb26, 2025 |
Neural Motion Simulator Pushing the Limit of World Models in Reinforcement Learning, is accepted at the IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR)! |
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| Jan22, 2025 |
URLOST: Unsupervised Representation Learning without Stationarity or Topology, is accepted at the International Conference on Learning Representations (ICLR), 2025! |
| Jan17, 2025 |
Task-Driven Semantic Quantization and Imitation Learning for Goal-Oriented Communications, is accepted at the 2025 IEEE International Conference on Communications (ICC)! |
| Oct9, 2024 |
Denoising for Manifold Extrapolation, is accepted at Workshop on Scientific Methods for Understanding Deep Learning (SciForDL) at NeurIPS 2024! |
| Aug13, 2024 |
PICO-RAM: A PVT-Insensitive Analog Compute-In-Memory SRAM Macro With In Situ Multi-Bit Charge Computing and 6T Thin-Cell-Compatible Layout, is accepted at IEEE Journal of Solid-State Circuits (JSSC)! |
| Jul3, 2024 |
Pose-aware self-supervised learning with viewpoint trajectory regularization, is accepted at European Conference on Computer Vision (ECCV) as an Oral presentation! |
| Jun24, 2024 |
Insight: A Multi-modal Diagnostic Pipeline Using LLMs for Ocular Surface Disease Diagnosis, is accepted at International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)! |
| Nov20, 2023 |
Unsupervised learning of structured representations via closed-loop transcription, is accepted at Conference on Parsimony and Learning (CPAL)! |
| Nov14, 2023 |
Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning, is accepted at Transactions on Machine Learning Research (TMLR)! |
| Jun21, 2023 |
I have given an open lecture on unsupervised representation learning at TechBeat.net. |