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Desi R. Ivanova
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Deep adaptive design: Amortizing sequential bayesian experimental design
A Foster, DR Ivanova, I Malik, T Rainforth
International Conference on Machine Learning, 3384-3395, 2021
572021
Implicit Deep Adaptive Design: Policy-Based Experimental Design without Likelihoods
DR Ivanova, A Foster, S Kleinegesse, MU Gutmann, T Rainforth
Advances in Neural Information Processing Systems 34, 25785-25798, 2021
312021
Modern Bayesian Experimental Design
T Rainforth, A Foster, DR Ivanova, FB Smith
arXiv preprint arXiv:2302.14545, 2023
222023
CO-BED: Information-theoretic contextual optimization via Bayesian experimental design
DR Ivanova, J Jennings, T Rainforth, C Zhang, A Foster
Proceedings of the 40th International Conference on Machine Learning, 14445 …, 2023
32023
Differentiable Multi-Target Causal Bayesian Experimental Design
Y Annadani, P Tigas, DR Ivanova, A Jesson, Y Gal, A Foster, S Bauer
arXiv preprint arXiv:2302.10607, 2023
22023
Efficient Real-world Testing of Causal Decision Making via Bayesian Experimental Design for Contextual Optimisation
DR Ivanova, J Jennings, C Zhang, A Foster
arXiv preprint arXiv:2207.05250, 2022
22022
Differentiable Multi-Target Causal Bayesian Experimental Design
P Tigas, Y Annadani, DR Ivanova, A Jesson, Y Gal, A Foster, S Bauer
12023
Efficient computer-implemented real-world testing of causal inference models
AE Foster, C Zhang, DR Ivanova, JN Jennings
US Patent App. 18/051,324, 2023
2023
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