| 2022 | Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion. | Sanmitra Ghosh, Paul J. Birrell, Daniela De Angelis |
| 2022 | Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference. | AmirEmad Ghassami, Andrew Ying, Ilya Shpitser, Eric Tchetgen Tchetgen |
| 2022 | Fast Rank-1 NMF for Missing Data with KL Divergence. | Kazu Ghalamkari, Mahito Sugiyama |
| 2022 | FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning. | Elnur Gasanov, Ahmed Khaled, Samuel Horvth, Peter Richtrik |
| 2022 | How to scale hyperparameters for quickshift image segmentation. | Damien Garreau |
| 2022 | How and When Random Feedback Works: A Case Study of Low-Rank Matrix Factorization. | Shivam Garg, Santosh S. Vempala |
| 2022 | Encrypted Linear Contextual Bandit. | Evrard Garcelon, Matteo Pirotta, Vianney Perchet |
| 2022 | Top K Ranking for Multi-Armed Bandit with Noisy Evaluations. | Evrard Garcelon, Vashist Avadhanula, Alessandro Lazaric, Matteo Pirotta |
| 2022 | Neural Enhanced Dynamic Message Passing. | Fei Gao, Jiang Zhang, Yan Zhang |
| 2022 | Optimal estimation of Gaussian DAG models. | Ming Gao, Wai Ming Tai, Bryon Aragam |
| 2022 | Are All Linear Regions Created Equal? | Matteo Gamba, Adrian Chmielewski-Anders, Josephine Sullivan, Hossein Azizpour, Mrten Bjrkman |
| 2022 | Norm-Agnostic Linear Bandits. | Spencer B. Gales, Sunder Sethuraman, Kwang-Sung Jun |
| 2022 | Predictive variational Bayesian inference as risk-seeking optimization. | Futoshi Futami, Tomoharu Iwata, Naonori Ueda, Issei Sato, Masashi Sugiyama |
| 2022 | Spectral Pruning for Recurrent Neural Networks. | Takashi Furuya, Kazuma Suetake, Koichi Taniguchi, Hiroyuki Kusumoto, Ryuji Saiin, Tomohiro Daimon |
| 2022 | ContextGen: Targeted Data Generation for Low Resource Domain Specific Text Classification. | Lukas Fromme, Jasmina Bogojeska, Jonas Kuhn |
| 2022 | Identity Testing of Reversible Markov Chains. | Sela Fried, Geoffrey Wolfer |
| 2022 | Self-training Converts Weak Learners to Strong Learners in Mixture Models. | Spencer Frei, Difan Zou, Zixiang Chen, Quanquan Gu |
| 2022 | Independent Natural Policy Gradient always converges in Markov Potential Games. | Roy Fox, Stephen M. McAleer, Will Overman, Ioannis Panageas |
| 2022 | A Predictive Approach to Bayesian Nonparametric Survival Analysis. | Edwin Fong, Brieuc Lehmann |
| 2022 | Online Control of the False Discovery Rate under "Decision Deadlines". | Aaron J. Fisher |
| 2022 | Parametric Bootstrap for Differentially Private Confidence Intervals. | Cecilia Ferrando, Shufan Wang, Daniel Sheldon |
| 2022 | Jointly Efficient and Optimal Algorithms for Logistic Bandits. | Louis Faury, Marc Abeille, Kwang-Sung Jun, Clment Calauznes |
| 2022 | Forward Looking Best-Response Multiplicative Weights Update Methods for Bilinear Zero-sum Games. | Michail Fasoulakis, Evangelos Markakis, Yannis Pantazis, Constantinos Varsos |
| 2022 | Uncertainty Quantification for Low-Rank Matrix Completion with Heterogeneous and Sub-Exponential Noise. | Vivek F. Farias, Andrew A. Li, Tianyi Peng |
| 2022 | On the complexity of the optimal transport problem with graph-structured cost. | Jiaojiao Fan, Isabel Haasler, Johan Karlsson, Yongxin Chen |