One World Approximate Bayesian Inference (ABI) Seminar
After 5 Seasons of the One World Approximate Bayesian Computation (ABC) SeminarLink opens in a new window, launched in April 2020 to gather members and disseminate results and innovation during those weeks and months under lockdown, in 2025 we launched a "new" seminar series, the One World Approximate Bayesian Inference (OWABI), to better reflect the broader interest and scope of this series, which goes beyond ABC. In particular, simulation-based inference and ML related techniques will have a particular role.
Feel free to contact any of the organisers if you want to suggest yourself or someone else for a talk.
How it works and mailing list
All webinars will be held on Zoom/MS Teams, with a link shared on the email sent via the mailing list. So if you are interested in the OWABI seminar and would like to hear from us monthly about the announced speaker, title and abstract and, most importantly, be able to join the talk, please register by sending an email to owabi_seminar-subscribe@newlistserv.warwick.ac.uk with subject "Subscribe".
A "One World ABI" playlist on the ISBA YouTube channel, with all past OWABC and current OWABI talks is available .
A "One World ABI" playlist on the ISBA YouTube channel, with all past OWABC and current OWABI talks is available .
Season 7* -- 2024/2025
In Season 7, we welcomed as new OWABI Organiser| Speaker | Title | Keywords | Abstract | Slides | Video | |
| 30.10.2025 |
|
Multifidelity, neural SBI, multi-level Monte Carlo | AbstractLink opens in a new window | SlidesLink opens in a new window | ||
| 27.11.2025 |
model choice, distance metrics, full data approaches | AbstractLink opens in a new window | SlidesLink opens in a new window | Video | ||
| 29.01.2026 | diffusion models, simulation based inference, sequential methods | Abstract | Slides Link opens in a new window | |||
| 26.02.2026 | Shreya Sinha RoyLink opens in a new window | Prequential score, data assimilation, generative models | Abstract | SlidesLink opens in a new window | ||
| 25.03.2026 2pm |
Exponential tilting, model misspecification, robust inference, simulation based inference, valid inference. | AbstractLink opens in a new window | SlidesLink opens in a new window | |||
| 30.04.2026 1pm [Uk time] |
|
Deep learning; likelihood-free inference; generative models. |
Abstract | SlidesLink opens in a new window | ||
| 28.05.2026 10am [UK time] |
Towards Robust and Scalable Bayesian Learning | GBI, SBI, amortized learning | Abstract | |||
| 25.06.2026 |
Season 6* -- 2024/2025
In Season 6, we welcomed as new OWABI Organiser.
In Season 6, we welcomed as new OWABI Organiser.
| Speaker | Title | Keywords | Abstract | Slides | Video | |
| 31.10.2024 |
|
Free-form flows for physics-informed generative modeling |
Normalizing flows; physical-informed neural networks; simulation-based inference | AbstractLink opens in a new window | SlidesLink opens in a new window | |
| 28.11.2024 |
Post-Bayesian machine learning |
Generalised Bayes; robustness; Bayesian machine learning |
AbstractLink opens in a new window | SlidesLink opens in a new window | ||
| 30.01.2025 | Amortized Mixture and Multilevel Models | Amortized Bayesian Inference, Neural Posterior Estimation, Probabilistic Factorization |
AbstractLink opens in a new window | |||
| 27.02.2025 | cancelled |
and rescheduled to | April 24 |
|||
| 27.03.2025 | Likelihood-free inference 路 Approximate Bayesian computation 路 Convolutional neural networks 路 Dropout 路 Conformal prediction 路 probability matching criterion | Abstract | SlidesLink opens in a new window | |||
| 24.04.2025 | simulation-based inference, approximate Bayesian computation, neural posterior estimation, neural likelihood estimation, importance sampling | AbstractLink opens in a new window | ||||
| 29.05.2025 (10am Uk time) |
OWABI@ |
1)Accelerating Bayesian inference for stochastic epidemic models using incidence data
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Abstracts |
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| 19.06.2025 (1pm UK time) |
OWABI@BayesComp 1) |
1)Approximate Bayesian Fusion 2) GANs Secretly Perform Approximate Bayesian Model Selection |
Abstracts |
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A recent monthly webinar
- (Launched on October 2024)
Other One World Seminars
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