← Authors

Joel Dyer

5 papers · 2022–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (11)

Conferences

UAI (2) AISTATS (1) ICML (1) NIPS (1)

Top co-authors

Nicholas Bishop (2) Anisoara Calinescu (2) Yorgos Felekis (2) Sebastian M. Schmon (2) Fabio Massimo Zennaro (2) Michael Wooldridge (2) Theodoros Damoulas (2) Ani Calinescu (1) Patrick W. Cannon (1) Patrick Cannon (1)

Keywords

causal inference (1) probabilistic modeling (1) likelihood-free inference (1) posterior inference (1) kernel classifier (1) surrogate model (1) simulation-based inference (1) signature kernel (1) policy intervention (1)

Papers

Learning Likelihood-Free Reference Priors ICML 2025
Interventionally Consistent Surrogates for Complex Simulation Models NIPS 2024
Approximate Bayesian Computation with Path Signatures UAI 2024
Causally Abstracted Multi-armed Bandits UAI 2024
Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022