Dogyoon Song

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 19

Top Topics

Lifelong Learning

Experiential Learning

Top Venues

IEEE Trans. Inf. Theory

Publications

Soo Min Kwon, Zekai Zhang, Dogyoon Song, Laura Balzano, Qing Qu
Efficient Low-Dimensional Compression of Overparameterized Models. AISTATS (2024)
Yudong Chen, Dogyoon Song, Xumei Xi, Yuqian Zhang
Local Minima Structures in Gaussian Mixture Models. IEEE Trans. Inf. Theory 70 (6) (2024)
Jinghan Jia, Yihua Zhang, Dogyoon Song, Sijia Liu, Alfred O. Hero III
Robustness-Preserving Lifelong Learning Via Dataset Condensation. ICASSP (2023)
Zeyu Sun, Dogyoon Song, Alfred O. Hero III
Minimum-Risk Recalibration of Classifiers. CoRR (2023)
Dogyoon Song, Pablo A. Parrilo
On approximations of the PSD cone by a polynomial number of smaller-sized PSD cones. Math. Program. 198 (1) (2023)
Jinghan Jia, Yihua Zhang, Dogyoon Song, Sijia Liu, Alfred O. Hero III
Robustness-preserving Lifelong Learning via Dataset Condensation. CoRR (2023)
Zeyu Sun, Dogyoon Song, Alfred O. Hero III
Minimum-Risk Recalibration of Classifiers. NeurIPS (2023)
Huijie Zhang, Yifu Lu, Ismail Alkhouri, Saiprasad Ravishankar, Dogyoon Song, Qing Qu
Improving Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architectures. CoRR (2023)
Soo Min Kwon, Zekai Zhang, Dogyoon Song, Laura Balzano, Qing Qu
Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics. CoRR (2023)
Robert P. Malinas, Dogyoon Song, Alfred O. Hero III
Community Detection in High-Dimensional Graph Ensembles. ACSSC (2023)
Dennis Shen, Dogyoon Song, Peng Ding, Jasjeet S. Sekhon
Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator. CoRR (2023)
Dogyoon Song, Kyunghee Han
Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation. NeurIPS (2023)
Yihua Li, Devavrat Shah, Dogyoon Song, Christina Lee Yu
Nearest Neighbors for Matrix Estimation Interpreted as Blind Regression for Latent Variable Model. IEEE Trans. Inf. Theory 66 (3) (2020)
Devavrat Shah, Dogyoon Song, Zhi Xu, Yuzhe Yang
Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation. NeurIPS (2020)
Devavrat Shah, Dogyoon Song, Zhi Xu, Yuzhe Yang
Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation. CoRR (2020)
Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song
Model Agnostic High-Dimensional Error-in-Variable Regression. CoRR (2019)
Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song
On Robustness of Principal Component Regression. NeurIPS (2019)
Devavrat Shah, Dogyoon Song
Learning Mixture Model with Missing Values and its Application to Rankings. CoRR (2018)
Dogyoon Song, Christina E. Lee, Yihua Li, Devavrat Shah
Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering. NIPS (2016)