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Publications of Simon S. Du Simon Shaolei Du ( http://dblp.L3S.de/Authors/Simon_S._Du )

URL (Homepage):  http://www.cs.cmu.edu/~ssdu/  Author page on DBLP  Author page in RDF  Community of Simon S. Du in ASPL-2

Publication years (Num. hits)
2016 (5) 2017 (13) 2018 (18) 2019 (22)
Publication types (Num. hits)
article(37) inproceedings(21)
Venues (Conferences, Journals, ...)
CoRR(37) ICML(8) NIPS(4) AISTATS(2) COLT(2) ICLR (Poster)(2) NeurIPS(2) FSR(1)
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Results
Found 59 publication records. Showing 58 according to the selection in the facets
Hits ? Authors Title Venue Year Link Author keywords
1Zhiyuan Li, Ruosong Wang, Dingli Yu, Simon S. Du, Wei Hu, Ruslan Salakhutdinov, Sanjeev Arora Enhanced Convolutional Neural Tangent Kernels. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal, Miroslav Dudík, John Langford 0001 Provably efficient RL with Rich Observations via Latent State Decoding. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Yuping Luo, Ruosong Wang, Hanrui Zhang Provably Efficient Q-learning with Function Approximation via Distribution Shift Error Checking Oracle. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Xi Chen, Simon S. Du, Xin T. Tong Hitting Time of Stochastic Gradient Langevin Dynamics to Stationary Points: A Direct Analysis. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Sanjeev Arora, Simon S. Du, Wei Hu, Zhiyuan Li, Ruslan Salakhutdinov, Ruosong Wang On Exact Computation with an Infinitely Wide Neural Net. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Keyulu Xu, Jingling Li, Mozhi Zhang, Simon S. Du, Ken-ichi Kawarabayashi, Stefanie Jegelka What Can Neural Networks Reason About? Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Ruosong Wang, Mengdi Wang, Lin F. Yang Continuous Control with Contexts, Provably. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Sham M. Kakade, Ruosong Wang, Lin F. Yang Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning? Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Sanjeev Arora, Simon S. Du, Wei Hu, Zhiyuan Li, Ruosong Wang Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Yunbo Wang, Bo Liu, Jiajun Wu 0001, Yuke Zhu, Simon S. Du, Fei-Fei Li 0001, Joshua B. Tenenbaum Dual Sequential Monte Carlo: Tunneling Filtering and Planning in Continuous POMDPs. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu Width Provably Matters in Optimization for Deep Linear Neural Networks. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Xiaoxia Wu, Simon S. Du, Rachel Ward Global Convergence of Adaptive Gradient Methods for An Over-parameterized Neural Network. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Tianyi Liu, Minshuo Chen, Mo Zhou, Simon S. Du, Enlu Zhou, Tuo Zhao Towards Understanding the Importance of Shortcut Connections in Residual Networks. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Sanjeev Arora, Simon S. Du, Zhiyuan Li, Ruslan Salakhutdinov, Ruosong Wang, Dingli Yu Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Bin Shi, Simon S. Du, Weijie J. Su, Michael I. Jordan Acceleration via Symplectic Discretization of High-Resolution Differential Equations. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Kangcheng Hou, Barnabás Póczos, Ruslan Salakhutdinov, Ruosong Wang, Keyulu Xu Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels. Search on Bibsonomy CoRR The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Xiyu Zhai, Barnabás Póczos, Aarti Singh Gradient Descent Provably Optimizes Over-parameterized Neural Networks. Search on Bibsonomy ICLR (Poster) The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal, Miroslav Dudík, John Langford 0001 Provably efficient RL with Rich Observations via Latent State Decoding. Search on Bibsonomy ICML The full citation details ... 2019 DBLP  BibTeX  RDF
1Sanjeev Arora, Simon S. Du, Wei Hu, Zhiyuan Li, Ruosong Wang Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks. Search on Bibsonomy ICML The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu Width Provably Matters in Optimization for Deep Linear Neural Networks. Search on Bibsonomy ICML The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Haochuan Li, Liwei Wang 0001, Xiyu Zhai Gradient Descent Finds Global Minima of Deep Neural Networks. Search on Bibsonomy ICML The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu Linear Convergence of the Primal-Dual Gradient Method for Convex-Concave Saddle Point Problems without Strong Convexity. Search on Bibsonomy AISTATS The full citation details ... 2019 DBLP  BibTeX  RDF
1Simon S. Du, Yining Wang, Xiyu Zhai, Sivaraman Balakrishnan, Ruslan Salakhutdinov, Aarti Singh How Many Samples are Needed to Learn a Convolutional Neural Network? Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Yining Wang, Sivaraman Balakrishnan, Pradeep Ravikumar, Aarti Singh Robust Nonparametric Regression under Huber's ε-contamination Model. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu Linear Convergence of the Primal-Dual Gradient Method for Convex-Concave Saddle Point Problems without Strong Convexity. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu, Jason D. Lee Algorithmic Regularization in Learning Deep Homogeneous Models: Layers are Automatically Balanced. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Surbhi Goel Improved Learning of One-hidden-layer Convolutional Neural Networks with Overlaps. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Haochuan Li, Liwei Wang 0001, Xiyu Zhai Gradient Descent Finds Global Minima of Deep Neural Networks. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Xiyu Zhai, Barnabás Póczos, Aarti Singh Gradient Descent Provably Optimizes Over-parameterized Neural Networks. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Bin Shi, Simon S. Du, Michael I. Jordan, Weijie J. Su Understanding the Acceleration Phenomenon via High-Resolution Differential Equations. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee On the Power of Over-parametrization in Neural Networks with Quadratic Activation. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Xiao Zhang, Simon S. Du, Quanquan Gu Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Yining Wang, Yi Wu, Simon S. Du Near-Linear Time Local Polynomial Nonparametric Estimation. Search on Bibsonomy CoRR The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Yining Wang, Xiyu Zhai, Sivaraman Balakrishnan, Ruslan Salakhutdinov, Aarti Singh How Many Samples are Needed to Estimate a Convolutional Neural Network? Search on Bibsonomy NeurIPS The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Wei Hu, Jason D. Lee Algorithmic Regularization in Learning Deep Homogeneous Models: Layers are Automatically Balanced. Search on Bibsonomy NeurIPS The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Yuandong Tian When is a Convolutional Filter Easy to Learn? Search on Bibsonomy ICLR (Poster) The full citation details ... 2018 DBLP  BibTeX  RDF
1Xiao Zhang, Simon S. Du, Quanquan Gu Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow. Search on Bibsonomy ICML The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Yuandong Tian, Aarti Singh, Barnabás Póczos Gradient Descent Learns One-hidden-layer CNN: Don't be Afraid of Spurious Local Minima. Search on Bibsonomy ICML The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee On the Power of Over-parametrization in Neural Networks with Quadratic Activation. Search on Bibsonomy ICML The full citation details ... 2018 DBLP  BibTeX  RDF
1Yining Wang, Simon S. Du, Sivaraman Balakrishnan, Aarti Singh Stochastic Zeroth-order Optimization in High Dimensions. Search on Bibsonomy AISTATS The full citation details ... 2018 DBLP  BibTeX  RDF
1Simon S. Du, Yining Wang, Aarti Singh On the Power of Truncated SVD for General High-rank Matrix Estimation Problems. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Yining Wang, Simon S. Du, Sivaraman Balakrishnan, Aarti Singh Stochastic Zeroth-order Optimization in High Dimensions. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Yuandong Tian, Barnabás Póczos, Aarti Singh Gradient Descent Learns One-hidden-layer CNN: Don't be Afraid of Spurious Local Minima. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Chi Jin, Jason D. Lee, Michael I. Jordan, Barnabás Póczos, Aarti Singh Gradient Descent Can Take Exponential Time to Escape Saddle Points. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Jianshu Chen, Lihong Li 0001, Lin Xiao, Dengyong Zhou Stochastic Variance Reduction Methods for Policy Evaluation. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Sivaraman Balakrishnan, Aarti Singh Computationally Efficient Robust Estimation of Sparse Functionals. Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Jason D. Lee, Yuandong Tian When is a Convolutional Filter Easy To Learn? Search on Bibsonomy CoRR The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Yining Wang, Aarti Singh On the Power of Truncated SVD for General High-rank Matrix Estimation Problems. Search on Bibsonomy NIPS The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Jayanth Koushik, Aarti Singh, Barnabás Póczos Hypothesis Transfer Learning via Transformation Functions. Search on Bibsonomy NIPS The full citation details ... 2017 DBLP  BibTeX  RDF
1Simon S. Du, Chi Jin, Jason D. Lee, Michael I. Jordan, Aarti Singh, Barnabás Póczos Gradient Descent Can Take Exponential Time to Escape Saddle Points. Search on Bibsonomy NIPS The full citation details ... 2017 DBLP  BibTeX  RDF
1Sivaraman Balakrishnan, Simon S. Du, Jerry Li 0001, Aarti Singh Computationally Efficient Robust Sparse Estimation in High Dimensions. Search on Bibsonomy COLT The full citation details ... 2017 DBLP  BibTeX  RDF
1Srinivasan Vijayarangan, Paloma Sodhi, Prathamesh Kini, James Bourne, Simon S. Du, Hanqi Sun, Barnabás Póczos, Dimitrios Apostolopoulos, David Wettergreen High-Throughput Robotic Phenotyping of Energy Sorghum Crops. Search on Bibsonomy FSR The full citation details ... 2017 DBLP  DOI  BibTeX  RDF
1Simon S. Du, Jianshu Chen, Lihong Li 0001, Lin Xiao, Dengyong Zhou Stochastic Variance Reduction Methods for Policy Evaluation. Search on Bibsonomy ICML The full citation details ... 2017 DBLP  BibTeX  RDF
1Shashank Singh 0005, Simon S. Du, Barnabás Póczos Efficient Nonparametric Smoothness Estimation. Search on Bibsonomy CoRR The full citation details ... 2016 DBLP  BibTeX  RDF
1Maria-Florina Balcan, Simon S. Du, Yining Wang, Adams Wei Yu An Improved Gap-Dependency Analysis of the Noisy Power Method. Search on Bibsonomy CoRR The full citation details ... 2016 DBLP  BibTeX  RDF
1Shashank Singh 0005, Simon S. Du, Barnabás Póczos Efficient Nonparametric Smoothness Estimation. Search on Bibsonomy NIPS The full citation details ... 2016 DBLP  BibTeX  RDF
1Simon Shaolei Du, Jayanth Koushik, Aarti Singh, Barnabás Póczos Transformation Function Based Methods for Model Shift. Search on Bibsonomy CoRR The full citation details ... 2016 DBLP  BibTeX  RDF
1Maria-Florina Balcan, Simon Shaolei Du, Yining Wang, Adams Wei Yu An Improved Gap-Dependency Analysis of the Noisy Power Method. Search on Bibsonomy COLT The full citation details ... 2016 DBLP  BibTeX  RDF
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