| 2024 | ICML | Position: The Platonic Representation Hypothesis. | Minyoung Huh, Brian Cheung, Tongzhou Wang, Phillip Isola |
| 2023 | ICML | System Identification of Neural Systems: If We Got It Right, Would We Know? | Yena Han, Tomaso A. Poggio, Brian Cheung |
| 2023 | ICML | Straightening Out the Straight-Through Estimator: Overcoming Optimization Challenges in Vector Quantized Networks. | Minyoung Huh, Brian Cheung, Pulkit Agrawal, Phillip Isola |
| 2023 | WACV | Compact and Optimal Deep Learning with Recurrent Parameter Generators. | Jiayun Wang, Yubei Chen, Stella X. Yu, Brian Cheung, Yann LeCun |
| 2022 | ICLR | Equivariant Self-Supervised Learning: Encouraging Equivariance in Representations. | Rumen Dangovski, Li Jing, Charlotte Loh, Seungwook Han, Akash Srivastava, Brian Cheung, Pulkit Agrawal, Marin Soljacic |
| 2020 | ICML | Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings. | Jesse Zhang, Brian Cheung, Chelsea Finn, Sergey Levine, Dinesh Jayaraman |
| 2019 | ICLR | Meta-Learning Update Rules for Unsupervised Representation Learning. | Luke Metz, Niru Maheswaranathan, Brian Cheung, Jascha Sohl-Dickstein |
| 2018 | FUSION | Probabilistic Multi Hypothesis Tracker for an Event Based Sensor. | Brian Cheung, Mark Rutten, Samuel J. Davey, Greg Cohen |
| 2018 | ICLR | Learning to Learn Without Labels. | Luke Metz, Niru Maheswaranathan, Brian Cheung, Jascha Sohl-Dickstein |
| 2017 | ICLR | Emergence of foveal image sampling from learning to attend in visual scenes. | Brian Cheung, Eric Weiss, Bruno A. Olshausen |
| 2015 | DICTA | Track before Detect for Space Situation Awareness. | Samuel J. Davey, Travis Bessell, Brian Cheung, Mark Rutten |
| 2015 | DICTA | A Linear Complexity Approximate Method for Multi-Target Particle Filter Track before Detect. | Samuel J. Davey, Brian Cheung |
| 2012 | ICMLA | Convolutional Neural Networks Applied to Human Face Classification. | Brian Cheung |
| 2011 | ICMLA | Hybrid Evolution of Convolutional Networks. | Brian Cheung, Carl Sable |
| 2010 | FUSION | PMHT for tracking with timing uncertainty. | Brian Cheung, Samuel J. Davey, Douglas A. Gray |
| 2010 | FUSION | Comparison of the PMHT path planning algorithm with the Genetic Algorithm for multiple platforms. | Brian Cheung, Samuel J. Davey, Douglas A. Gray |
| 2009 | FUSION | Combining PMHT with classifications to perform SLAM. | Brian Cheung, Samuel J. Davey, Douglas A. Gray |
| 2009 | FUSION | Track-Before-Detect for sensors with complex measurements. | Samuel J. Davey, Brian Cheung, Mark G. Rutten |
| 2008 | FUSION | A comparison of detection performance for several Track-Before-Detect algorithms. | Samuel J. Davey, Mark G. Rutten, Brian Cheung |