- GPU Accelerated Bayesian Inference for Astronomy
- GPU Accelerated Nested Sampling for 21-cm Cosmology
- Next-Generation Model Comparison for Primordial Cosmology
- Talk given at LMU Munich
- source
- Sep 2025
- AI/ML Tools for Research
- A Statistician's Guide to the Galaxy (Fitting Zoo)
- Statistics introduction at The Future of SED Fitting Workshop
- source
- Jul 2025
- GPU Accelerated Nested Sampling
- Talk given at Newton Institute workshop
- source
- Jun 2025
- lsbi: linear simulation based inference
- Talk given at EUCAIFCON 2025, Sardinia
- source
- Jun 2025
- GPU-native nested sampling in BlackJAX: For simulation-based inference at scale
- Workshop talk given at SBI Galaxy Evolution 2025, Bristol
- source
- May 2025
- Scanning for cosmological tensions across a DiRAC-enabled grid of models, datasets and samplers
- Invited talk given at Cosmoverse 2025
- source
- May 2025
- Cosmological tensions? A guide for high energy theorists
- Theory meets experiment 2025: New frontiers in particle cosmology
- Invited talk given at Rencontres du Vietnam
- source
- Jan 2025
- Next-generation statistical inference tools: Simulation-based inference, marginal statistics & accelerated nested sampling
- Invited talk given at Towards a realistic detection of Primordial Gravitational Wave Backgrounds
- source
- Dec 2024
- PolySwyft: a sequential simulation-based nested sampler
- talk given at Global 21cm workshop 2024
- source
- Oct 2024
- lsbi: linear simulation based inference
- Talsk given at PhyStat: Statistics meets ML
- source
- Sep 2024
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Colloquium given at University of Sydney
- source
- video
- Aug 2024
- Sampling methods for high energy physics & particle astrophysics
- Invited talk given at XVIth Quark Confinement and the Hadron Spectrum
- source
- Aug 2024
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Colloquium given at University of Queensland
- source
- Aug 2024
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Talk given at Aachen RWTH
- source
- Jul 2024
- PolySwyft: a sequential simulation-based nested sampler
- talk given at CosmoVerse 2024
- source
- Jul 2024
- The scaling frontier of nested sampling
- talk given at MaxEnt 2024
- source
- Jul 2024
- Resonant or asymmetric: The status of sub-GeV dark matter
- talk given at Dark Matter in Astrophysical Laboratories KICC workshop
- source
- Jun 2024
- Next generation astrophysical inference across the interdisciplinary frontier
- PolySwyft: a sequential simulation-based nested sampler
- Talk given at PhyStat 2024
- source
- May 2024
- Next generation astrophysical inference across the interdisciplinary frontier
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Talk given to Gatsby computational neuroscience unit
- source
- March 2024
- Sampling techniques in high-dimensional parameter spaces with ScannerBit 2.0
- Talk given to Munich ORIGINS cluster
- source
- Feb 2024
- Next-generation inference tools for cosmology and beyond
- Simulation Based Inference: theory, sampling & model comparison
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Plenary talk at Advanced statistical tools, UNAM, Mexico
- source
- Dec 2023
- unimpeded: Universal model comparison and parameter estimation distributed over every dataset
- Cosmological inference tools: marginal statistics and fully Bayesian forecasts.
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Nested sampling tools
- Nested sampling: powering next-generation inference and machine learning tools for astrophysics, cosmology, particle physics and beyond
- Nested sampling: powering next-generation inference and machine learning tools for cosmology, particle physics and beyond
- The scaling frontier of nested sampling: Summary talk
- Gradients and nested sampling: The present state of the art
- Nested Sampling: A multi-purpose numerical tool for science and machine learning
- High dimensional nested sampling
- Nested sampling: powering the next-generation of Bayesian inference tools for cosmology, particle physics and beyond
- Theory, observation & cosmological inference
- Next generation cosmological analysis with nested sampling
- KICC symposium
- source
- Sep 2022
- Next generation cosmological analysis with nested sampling
- Nested Sampling: An efficient and robust Bayesian inference tool for particle physics and cosmology
- Frontiers of nested sampling
- Nested Sampling and Likelihood Free Inference
- Likelihood-free in Paris
- source
- Apr 2022
- Statistical methods in cosmology
- REACH all hands
- source
- Apr 2022
- Review on Statistical Tools and Samplers
- TOOLS 2021
- source
- Nov 2021
- Bayesian methods for quantifying global parameter tensions between cosmological datasets
- Nested sampling: An efficient and robust Bayesian inference tool for 21cm cosmology
- 3rd global 21cm workshop
- source
- video
- Oct 2020
- Nested Sampling: An efficient and robust Bayesian inference tool for physics and machine learning
- Nested Sampling: An efficient and robust Bayesian inference tool for astrophysics and cosmology
- Quantised primordial power spectra
- 30th Texas Symposium on Relativistic Astrophysics, Portsmouth UK
- source
- Dec 2019
- Nested Sampling: an efficient and robust Bayesian inference tool for Machine Learning and Data Science
- Curvature tension: Evidence for a closed universe (?)
- Quantifying cosmological tensions
- Likelihood free inference
- Compromise-free Bayesian sparse reconstruction
- Likelihood-Free Inference Workshop at the Flatiron institute, New York
- source
- Mar 2019
- Inflation, curvature and kinetic dominance
- Future work with Planck data meeting in ESAC spain
- source
- Dec 2018
- BAMBI: Resurrection -- Blind Accelerated Multimodal Bayesian Inference
- DarkMachines community online
- following up to nested sampling talk below
- source
- python module
- PDF]
- Nov 2018
- Nested Sampling: an efficient and robust Bayesian inference tool for cosmology and particle physics
- DarkMachines community online
- PDF]
- source
- Nov 2018
- Bayesian inference: The state of the art in cosmology and astrophysics
- Planck, inflation and the future of inflationary constraints
- MaxEnt priors with derived parameters in a specified distribution
- Nested Sampling: an efficient and robust Bayesian inference tool for astrophysics and cosmology
- Introduction to Statistics
- CosmoTools18 workshop in Aachen, Germany.
- source
- April 2018
- Modern Bayesian Inference
- Statistics
- The IFT School on Cosmology Tools 2017 in IFT, Madrid
- source
- March 2017
- PolyChord 2.0: Advances in Nested Sampling with astrophysical applications
- PolyChord 2.0 and the future of nested sampling
- PolyChord 2.0 and the future of nested sampling
- PolyChord and the future of nested sampling
- Mar 2016
- Invited talk at the Workshop on Sampling in High Dimensions in Edinburgh, UK
- source
- PolyChord: next generation nested sampling
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