Joel Dyer

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

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10)

Venues

UAI (2) AISTATS (1) ICML (1) NeurIPS (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)

Research topics

Artificial Intelligence (5) Machine Learning (4) Core AI (3) Optimization & Theory (3) Bayesian & Probabilistic (2) Data Science & Analytics (1) Mathematics & Optimization (1) Core Methods (1) Learning Types (1) Mathematics (1) Methods (1)

Keywords

likelihood-free inference (3) causal inference (2) transfer learning (1) online advertising (1) time series (1) posterior inference (1) variational approximation (1) approximate bayesian computation (1) multi-armed bandit (1) regret bound (1) kernel classifier (1) surrogate model (1) simulation-based inference (1) signature kernel (1) mutual information estimator (1) causal abstraction (1) path signature (1) reference prior (1) policy intervention (1) bayesian parameter inference (1)

Papers

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