Personal profile
Research interests
Theoretically and intuitively explainable machine learning algorithms and applications.
Education/Academic qualification
Statistical Science, Doctor of Science, University College London
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Collaborations and top research areas from the last five years
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ActiveEye: Enabling Continuous and Responsive Video Understanding for Smart Eyewear Systems
Xu, Z., Lu, T., Zhao, Y., Wang, Y., Dong, M., Chang, Y., Lv, Q., Dick, R. P., Yang, F., Lu, T., Gu, N. & Shang, L., 2 Dec 2025, In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 9, 4, 33 p., 228.Research output: Contribution to journal › Article › peer-review
Open Access -
Denoising Reuse: Exploiting Inter-frame Motion Consistency for Efficient Video Generation
Wang, C., Yan, S., Chen, Y., Wang, X., Wang, Y., Dong, M., Yang, X., Li, D., Zhu, R., Clifton, D. A., Dick, R. P., Lv, Q., Yang, F., Lu, T., Gu, N. & Shang, L., 6 Mar 2025, In: IEEE Transactions on Circuits and Systems for Video Technology. 35, 9, p. 8436-8451 16 p.Research output: Contribution to journal › Article › peer-review
5 Link opens in a new tab Citations (SciVal) -
Oracle-MoE: Locality-preserving Routing in the Oracle Space for Memory-constrained Large Language Model Inference
Zhou, J., Dong, F., Huang, R., Cao, H., Chen, M., Yang, Y., Chen, A., Dong, M., Wang, Y., Li, D., Clifton, D. A., Lv, Q., Zhu, R., Zhang, C., Yang, F., Lu, T., Gu, N. & Shang, L., 19 Jul 2025, Proceedings of Machine Learning Research. Singh, A., Fazel, M., Hsu, D., Lacoste-Julien, S., Berkenkamp, F., Maharaj, T., Wagstaff, K. & Zhu, J. (eds.). ML Research Press, Vol. 267. p. 78633-78650 18 p.Research output: Chapter or section in a book/report/conference proceeding › Chapter in a published conference proceeding
Open Access -
Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge
Dong, F., Chen, M., Zhou, J., Shi, Y., Chen, Y., Dong, M., Wang, Y., Li, D., Yang, X., Zhu, R., Dick, R., Lv, Q., Yang, F., Lu, T., Gu, N. & Shang, L., 31 Dec 2024, Advances in Neural Information Processing Systems 37: NeurIPS 2024 . NeurIPS Proceedings, Vol. 37. (Advances in Neural Information Processing Systems).Research output: Chapter or section in a book/report/conference proceeding › Chapter in a published conference proceeding
Open Access1 Link opens in a new tab Citation (SciVal) -
Toward Certified Robustness of Distance Metric Learning
Yang, X., Guo, Y., Dong, M. & Xue, J.-H., 1 Mar 2024, In: IEEE Transactions on Neural Networks and Learning Systems.Research output: Contribution to journal › Article › peer-review
Open Access3 Link opens in a new tab Citations (SciVal)
Activities
- 2 Editorial activity
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IEEE Transactions on Circuits and Systems for Video Technology (Journal)
Dong, M. (Associate editor)
1 Jan 2025 → …Activity: Publication peer-review and editorial roles › Editorial activity
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IEEE Transactions on Neural Networks and Learning Systems (Journal)
Dong, M. (Associate editor)
1 Jan 2025 → …Activity: Publication peer-review and editorial roles › Editorial activity