Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering. - Dogyoon Song; Christina E. Lee; Yihua Li; Devavrat Shah (NIPS, 2016)

Learning Mixture Model with Missing Values and its Application to Rankings. - Devavrat Shah; Dogyoon Song (CoRR, 2018)

On Robustness of Principal Component Regression. - Anish Agarwal; Devavrat Shah; Dennis Shen; Dogyoon Song (NeurIPS, 2019)

Model Agnostic High-Dimensional Error-in-Variable Regression. - Anish Agarwal; Devavrat Shah; Dennis Shen; Dogyoon Song (CoRR, 2019)

Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation. - Devavrat Shah; Dogyoon Song; Zhi Xu 001; Yuzhe Yang (NeurIPS, 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)

Addressing Missing Data and Scalable Optimization for Data-driven Decision Making. - Dogyoon Song (2021)

Community Detection in High-Dimensional Graph Ensembles. - Robert P. Malinas; Dogyoon Song; Alfred O. Hero III (ACSSC, 2023)

Robustness-Preserving Lifelong Learning Via Dataset Condensation. - Jinghan Jia; Yihua Zhang; Dogyoon Song; Sijia Liu 001; Alfred O. Hero III (ICASSP, 2023)

Errors-in-variables Fr 'echet Regression with Low-rank Covariate Approximation. - Dogyoon Song; Kyunghee Han (NeurIPS, 2023)

Minimum-Risk Recalibration of Classifiers. - Zeyu Sun 005; Dogyoon Song; Alfred O. Hero III (NeurIPS, 2023)

Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator. - Dennis Shen; Dogyoon Song; Peng Ding; Jasjeet S. Sekhon (CoRR, 2023)

Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics. - Soo Min Kwon; Zekai Zhang; Dogyoon Song; Laura Balzano; Qing Qu 001 (CoRR, 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 001 (CoRR, 2023)

On approximations of the PSD cone by a polynomial number of smaller-sized PSD cones. - Dogyoon Song; Pablo A. Parrilo (Math. Program., 2023)

Sequential Community Detection in High-Dimensional Temporal Graphs. - Robert P. Malinas; Dogyoon Song; Alfred O. Hero III (IEEECONF, 2024)

Efficient Low-Dimensional Compression of Overparameterized Models. - Soo Min Kwon; Zekai Zhang; Dogyoon Song; Laura Balzano; Qing Qu 001 (AISTATS, 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 001 (CVPR, 2024)

Local Minima Structures in Gaussian Mixture Models. - Yudong Chen 001; Dogyoon Song; Xumei Xi; Yuqian Zhang (IEEE Trans. Inf. Theory, 2024)