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Benjie Wang
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Cited by
Year
Statistically robust neural network classification
B Wang, S Webb, T Rainforth
Uncertainty in Artificial Intelligence, 1735-1745, 2021
242021
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
212020
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
82022
Provable guarantees on the robustness of decision rules to causal interventions
B Wang, C Lyle, M Kwiatkowska
International Joint Conference on Artificial Intelligence, 2021
62021
Symbolic causal inference via operations on probabilistic circuits
B Wang, M Kwiatkowska
32022
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
22024
Compositional probabilistic and causal inference using tractable circuit models
B Wang, M Kwiatkowska
International Conference on Artificial Intelligence and Statistics, 9488-9498, 2023
22023
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
22022
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
22022
PREMAP: A Unifying PREiMage APproximation Framework for Neural Networks
X Zhang, B Wang, M Kwiatkowska, H Zhang
arXiv preprint arXiv:2408.09262, 2024
12024
Neural structure learning with stochastic differential equations
B Wang, J Jennings, W Gong
The Twelfth International Conference on Learning Representations, 2023
12023
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
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