| 2020 | On Generalization Bounds of a Family of Recurrent Neural Networks. | Minshuo Chen, Xingguo Li, Tuo Zhao |
| 2020 | Contextual Online False Discovery Rate Control. | Shiyun Chen, Shiva Prasad Kasiviswanathan |
| 2020 | Efficient Spectrum-Revealing CUR Matrix Decomposition. | Cheng Chen, Ming Gu, Zhihua Zhang, Weinan Zhang, Yong Yu |
| 2020 | Online Learning with Continuous Variations: Dynamic Regret and Reductions. | Ching-An Cheng, Jonathan Lee, Ken Goldberg, Byron Boots |
| 2020 | Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes. | Li-Fang Cheng, Bianca Dumitrascu, Michael Minyi Zhang, Corey Chivers, Michael Draugelis, Kai Li, Barbara E. Engelhardt |
| 2020 | A Reduction from Reinforcement Learning to No-Regret Online Learning. | Ching-An Cheng, Remi Tachet des Combes, Byron Boots, Geoffrey J. Gordon |
| 2020 | Explicit Mean-Square Error Bounds for Monte-Carlo and Linear Stochastic Approximation. | Shuhang Chen, Adithya M. Devraj, Ana Busic, Sean P. Meyn |
| 2020 | The Gossiping Insert-Eliminate Algorithm for Multi-Agent Bandits. | Ronshee Chawla, Abishek Sankararaman, Ayalvadi Ganesh, Sanjay Shakkottai |
| 2020 | Bisect and Conquer: Hierarchical Clustering via Max-Uncut Bisection. | Vaggos Chatziafratis, Grigory Yaroslavtsev, Euiwoong Lee, Konstantin Makarychev, Sara Ahmadian, Alessandro Epasto, Mohammad Mahdian |
| 2020 | Learning Gaussian Graphical Models via Multiplicative Weights. | Anamay Chaturvedi, Jonathan Scarlett |
| 2020 | OSOM: A simultaneously optimal algorithm for multi-armed and linear contextual bandits. | Niladri S. Chatterji, Vidya Muthukumar, Peter L. Bartlett |
| 2020 | Langevin Monte Carlo without smoothness. | Niladri S. Chatterji, Jelena Diakonikolas, Michael I. Jordan, Peter L. Bartlett |
| 2020 | Entropy Weighted Power k-Means Clustering. | Saptarshi Chakraborty, Debolina Paul, Swagatam Das, Jason Q. Xu |
| 2020 | Stochastic Bandits with Delay-Dependent Payoffs. | Leonardo Cella, Nicol Cesa-Bianchi |
| 2020 | Budget-Constrained Bandits over General Cost and Reward Distributions. | Semih Cayci, Atilla Eryilmaz, R. Srikant |
| 2020 | PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures. | Mathieu Carrire, Frdric Chazal, Yuichi Ike, Tho Lacombe, Martin Royer, Yuhei Umeda |
| 2020 | Semi-Modular Inference: enhanced learning in multi-modular models by tempering the influence of components. | Christian Carmona, Geoff K. Nicholls |
| 2020 | Better Long-Range Dependency By Bootstrapping A Mutual Information Regularizer. | Yanshuai Cao, Peng Xu |
| 2020 | Conditional Linear Regression. | Diego Calderon, Brendan Juba, Sirui Li, Zongyi Li, Lisa Ruan |
| 2020 | Solving the Robust Matrix Completion Problem via a System of Nonlinear Equations. | Yunfeng Cai, Ping Li |
| 2020 | An Inverse-free Truncated Rayleigh-Ritz Method for Sparse Generalized Eigenvalue Problem. | Yunfeng Cai, Ping Li |
| 2020 | Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions. | Lars Buesing, Nicolas Heess, Theophane Weber |
| 2020 | Kernels over Sets of Finite Sets using RKHS Embeddings, with Application to Bayesian (Combinatorial) Optimization. | Poompol Buathong, David Ginsbourger, Tipaluck Krityakierne |
| 2020 | Utility/Privacy Trade-off through the lens of Optimal Transport. | Etienne Boursier, Vianney Perchet |
| 2020 | Nonparametric Estimation in the Dynamic Bradley-Terry Model. | Heejong Bong, Wanshan Li, Shamindra Shrotriya, Alessandro Rinaldo |