| 2025 | ICML | A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization. | Nuojin Cheng, Leonard Papenmeier, Stephen Becker, Luigi Nardi |
| 2025 | NAACL | Aligning to What? Limits to RLHF Based Alignment. | Logan Barnhart, Reza Akbarian Bafghi, Stephen Becker, Maziar Raissi |
| 2025 | UAI | Exploring Exploration in Bayesian Optimization. | Leonard Papenmeier, Nuojin Cheng, Stephen Becker, Luigi Nardi |
| 2021 | ICML | A Sampling-Based Method for Tensor Ring Decomposition. | Osman Asif Malik, Stephen Becker |
| 2021 | IJCNN | Stochastic Gradient Langevin Dynamics with Variance Reduction. | Zhishen Huang, Stephen Becker |
| 2020 | ACSSC | Nuclear Norm Based Spectrum Estimation for Molecular Dynamic Simulations. | Shuang Li, Stephen Becker, Michael B. Wakin |
| 2018 | AAAI | Randomized Clustered Nystrom for Large-Scale Kernel Machines. | Farhad Pourkamali-Anaraki, Stephen Becker, Michael B. Wakin |
| 2017 | AAAI | Robust Partially-Compressed Least-Squares. | Stephen Becker, Ban Kawas, Marek Petrik |
| 2016 | COLT | Open Problem: Property Elicitation and Elicitation Complexity. | Rafael M. Frongillo, Ian A. Kash, Stephen Becker |
| 2014 | ICASSP | Metric learning with rank and sparsity constraints. | Bubacarr Bah, Stephen Becker, Volkan Cevher, Baran Gozcu |
| 2014 | UAI | A variational approach to stable principal component pursuit. | Aleksandr Y. Aravkin, Stephen Becker, Volkan Cevher, Peder A. Olsen |
| 2013 | ICML | Sparse projections onto the simplex. | Anastasios Kyrillidis, Stephen Becker, Volkan Cevher, Christoph Koch |
| 2012 | ICASSP | Design and implementation of a fully integrated compressed-sensing signal acquisition system. | Juhwan Yoo, Stephen Becker, Manuel Monge, Matthew Loh, Emmanuel J. Cands, Azita Emami-Neyestanak |