Yuxin Dong
Contact
dongyuxin@stu.xjtu.edu.cn 15249285427
Bio
- Received the B.S. degree from Xi’an Jiaotong University, Xi’an, China in 2019.
- Currently a Ph.D. student with the School of Computer Science and Technology, Xi’an Jiaotong University.
- Research interests include information theory, learning theory and deep learning.
Research Interests
- Fast approximations for matrix-based information measures.
- Information-theoretic generalization analysis.
- Information theory guided deep learning algorithms.
Publications
- Dong Yuxin, Tieliang Gong, Shujian Yu, Chen Li. “Optimal Randomized Approximations for Matrix based Renyi’s Entropy.” IEEE Transactions on Information Theory. 2023.
- Gong Tieliang, Yuxin Dong, Shujian Yu, Bo Dong. “Computationally Efficient Approximations for Matrix-Based Rényi’s Entropy.” IEEE Transactions on Signal Processing. 2023.
- Dong Yuxin, Tieliang Gong, Shujian Yu, Hong Chen, Chen Li. “Robust and Fast Measure of Information via Low-Rank Representation.” AAAI Conference on Artificial Intelligence. 2023.
- Dong Yuxin, Tieliang Gong, Hong Chen, Chen Li. “Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Rényi’s Entropy Perspective.” International Joint Conference on Artificial Intelligence. 2023.
- Gong Tieliang, Yuxin Dong, Hong Chen, Wei Feng, Bo Dong, Chen Li. “Regularized Modal Regression on Markov-Dependent Observations: A Theoretical Assessment.” AAAI Conference on Artificial Intelligence. 2022.
- Dong Yuxin, Tieliang Gong, Hong Chen, Chen Li. “Efficient Approximations for Matrix-Based Rényi’s Entropy on Sequential Data.” IEEE Transactions on Neural Networks and Learning Systems. 2023.
- Gong Tieliang, Yuxin Dong, Hong Chen, Bo Dong, Chen Li. “Markov Subsampling Based on Huber Criterion.” IEEE Transactions on Neural Networks and Learning Systems. 2022.
- Lou Peiliang, Yuxin Dong, Antonio Jimeno Yepes, Chen Li. “A representation model for biological entities by fusing structured axioms with unstructured texts.” Bioinformatics. 2020.
- Wu Jialun, Yuxin Dong, Zeyu Gao, Tieliang Gong, Chen Li. “Dual Attention and Patient Similarity Network for drug recommendation.” Bioinformatics. 2023.
Patents
- Chen Li, Yuxin Dong, Pargorn Puttapirat, Jingyi Deng. A storage scheme for extremely large image files. Authorized, 2021.
Posters/Presentations
- The 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023). Oral Presentation: “Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Rényi’s Entropy Perspective.”
- The 21st China Symposium on Machine Learning and Applications (MLA 2023). Poster: “Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Rényi’s Entropy Perspective.”
- The 13th Vision and Learning Seminar (VALSE 2023). Poster: “Optimal Randomized Approximations for Matrix based Renyi’s Entropy.”
- The 37th Annual AAAI Conference on Artificial Intelligence (AAAI 2023). Poster: “Robust and Fast Measure of Information via Low-Rank Representation.”
- The 36th Annual AAAI Conference on Artificial Intelligence (AAAI 2022). Poster: “Regularized Modal Regression on Markov-Dependent Observations: A Theoretical Assessment.”
