Statistically robust neural network classification B Wang, S Webb, T Rainforth Uncertainty in Artificial Intelligence, 1735-1745, 2021 | 24 | 2021 |
Assessing robustness of text classification through maximal safe radius computation E La Malfa, M Wu, L Laurenti, B Wang, A Hartshorn, M Kwiatkowska arXiv preprint arXiv:2010.02004, 2020 | 21 | 2020 |
On preimage approximation for neural networks X Zhang, B Wang, M Kwiatkowska CoRR, vol. abs/2305.03686, 2023 | 8* | 2023 |
Tractable uncertainty for structure learning B Wang, MR Wicker, M Kwiatkowska International Conference on Machine Learning, 23131-23150, 2022 | 8 | 2022 |
Provable guarantees on the robustness of decision rules to causal interventions B Wang, C Lyle, M Kwiatkowska International Joint Conference on Artificial Intelligence, 2021 | 6 | 2021 |
Symbolic causal inference via operations on probabilistic circuits B Wang, M Kwiatkowska | 3 | 2022 |
A Circus of Circuits: Connections Between Decision Diagrams, Circuits, and Automata A Amarilli, M Arenas, YJ Choi, M Monet, GV Broeck, B Wang arXiv preprint arXiv:2404.09674, 2024 | 2 | 2024 |
Compositional probabilistic and causal inference using tractable circuit models B Wang, M Kwiatkowska International Conference on Artificial Intelligence and Statistics, 9488-9498, 2023 | 2 | 2023 |
Bayesian network models of causal interventions in healthcare decision making: literature review and software evaluation A Velikzhanin, B Wang, M Kwiatkowska arXiv preprint arXiv:2211.15258, 2022 | 2 | 2022 |
Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits H Wijk, B Wang, M Kwiatkowska International Joint Conference on Artificial Intelligence, 2022 | 2 | 2022 |
PREMAP: A Unifying PREiMage APproximation Framework for Neural Networks X Zhang, B Wang, M Kwiatkowska, H Zhang arXiv preprint arXiv:2408.09262, 2024 | 1 | 2024 |
Neural structure learning with stochastic differential equations B Wang, J Jennings, W Gong The Twelfth International Conference on Learning Representations, 2023 | 1 | 2023 |
Where is the signal in tokenization space? RL Geh, H Zhang, K Ahmed, B Wang, GV Broeck arXiv preprint arXiv:2408.08541, 2024 | | 2024 |
Probabilistic Circuits for Cumulative Distribution Functions O Broadrick, W Cao, B Wang, M Trapp, GV Broeck arXiv preprint arXiv:2408.04229, 2024 | | 2024 |
On the Relationship Between Monotone and Squared Probabilistic Circuits B Wang, GV Broeck arXiv preprint arXiv:2408.00876, 2024 | | 2024 |
Tractable probabilistic models for causal learning and reasoning B Wang University of Oxford, 2023 | | 2023 |