Haowen Hou

Assistant Professor at Shenzhen University

Shenzhen, Guangdong Province, China
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Summary

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Senior
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Top School
Haowen Hou is an Assistant Professor and seasoned AI researcher with nine years of experience building large-scale ML systems and industry-grade multimodal models. Previously a senior AI/ML engineer at Tencent, he led e-commerce visual-language pretraining on 100M product pairs, created the BagFormer dual-encoder for cross-modal retrieval, and drove video-product identification that helped WeChat reach 500M DAU. His work blends rigorous research (PhD in ECE from NUS and research at SMART) with hands-on production skills in TensorRT, Kubernetes, FAISS and large-data engineering, delivering measurable business impact such as top competition placements and multi-percent lifts in engagement and revenue. Now focused on RWKV architectures and visual-language models at Shenzhen University, he combines academic curiosity with a proven track record of deploying scalable, real-time multimodal pipelines. An uncommon strength is his ability to translate fine-grained entity knowledge into bag-wise cross-modal interactions that improve retrieval without sacrificing latency.
code9 years of coding experience
job5 years of employment as a software developer
bookBachelor of Engineering (B.Eng.) Engineering, Bachelor of Engineering (B.Eng.) Engineering at Harbin Institute of Technology
bookDoctor of Philosophy (Ph.D.) Electrical and Computer Engineering, Doctor of Philosophy (Ph.D.) Electrical and Computer Engineering at National University of Singapore
languagesChinese, English
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Stackoverflow

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Github Skills (23)

large-language-models9
language-model9
sta8
sequence-modeling8
self-attention8
recurrent-neural-networks7
pytorch6
natural-language-processing5
duke5
time-series5
translation4
deep-learning4
forecasting4
python4
forecast4

Programming languages (3)

Jupyter NotebookMATLABPython

Github contributions (5)

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howard-hou/VisualRWKV

Jun 2023 - Jan 2026

VisualRWKV is the visual-enhanced version of the RWKV language model, enabling RWKV to handle various visual tasks.
Contributions:3 PRs, 412 pushes, 1 branch in 2 years 7 months
language-modelmulti-modalrwkvlarge-language-models
howard-hou/BagFormer

May 2022 - Jan 2023

PyTorch code for BagFormer: Better Cross-Modal Retrieval via bag-wise interaction
Contributions:31 commits, 4 pushes in 7 months
pytorchcross-modal-retrievalimage-text-retrievalvision-language
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