Dogyoon Song

According to our database, Dogyoon Song authored at least 18 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

Local Minima Structures in Gaussian Mixture Models.

Yudong Chen, Dogyoon Song, Xumei Xi, Yuqian Zhang

IEEE Trans. Inf. Theory, June, 2024

Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture.

Huijie Zhang, Yifu Lu, Ismail Alkhouri, Saiprasad Ravishankar, Dogyoon Song, Qing Qu

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Efficient Low-Dimensional Compression of Overparameterized Models.

Soo Min Kwon, Zekai Zhang, Dogyoon Song, Laura Balzano, Qing Qu

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

On approximations of the PSD cone by a polynomial number of smaller-sized PSD cones.

Dogyoon Song, Pablo A. Parrilo

Math. Program., March, 2023

Improving Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architectures.

Huijie Zhang, Yifu Lu, Ismail Alkhouri, Saiprasad Ravishankar, Dogyoon Song, Qing Qu

CoRR, 2023

Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics.

Soo Min Kwon, Zekai Zhang, Dogyoon Song, Laura Balzano, Qing Qu

CoRR, 2023

Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator.

Dennis Shen, Dogyoon Song, Peng Ding, Jasjeet S. Sekhon

CoRR, 2023

Minimum-Risk Recalibration of Classifiers.

Zeyu Sun, Dogyoon Song, Alfred O. Hero III

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation.

Dogyoon Song, Kyunghee Han

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Robustness-Preserving Lifelong Learning Via Dataset Condensation.

Jinghan Jia, Yihua Zhang, Dogyoon Song, Sijia Liu, Alfred O. Hero III

Proceedings of the IEEE International Conference on Acoustics, 2023

Community Detection in High-Dimensional Graph Ensembles.

Robert P. Malinas, Dogyoon Song, Alfred O. Hero III

Proceedings of the 57th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2023, Pacific Grove, CA, USA, October 29, 2023

2021

Addressing Missing Data and Scalable Optimization for Data-driven Decision Making.

Dogyoon Song

PhD thesis, 2021

2020

Nearest Neighbors for Matrix Estimation Interpreted as Blind Regression for Latent Variable Model.

Yihua Li, Devavrat Shah, Dogyoon Song, Christina Lee Yu

IEEE Trans. Inf. Theory, 2020

Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation.

Devavrat Shah, Dogyoon Song, Zhi Xu, Yuzhe Yang

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

Model Agnostic High-Dimensional Error-in-Variable Regression.

Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song

CoRR, 2019

On Robustness of Principal Component Regression.

Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

2018

Learning Mixture Model with Missing Values and its Application to Rankings.

Devavrat Shah, Dogyoon Song

CoRR, 2018

2016

Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering.

Dogyoon Song, Christina E. Lee, Yihua Li, Devavrat Shah

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016