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cs.LG2026
Tokenised Flow Matching for Hierarchical Simulation Based Inference
Giovanni Charles, Cosmo Santoni, Seth Flaxman +1
The cost of simulator evaluations is a key practical bottleneck for Simulation Based Inference (SBI). In hierarchical settings with shared global parameters and exchangeable site-l…
cs.LG2022★ 1 cited
Seq2Seq Surrogates of Epidemic Models to Facilitate Bayesian Inference
Giovanni Charles, Timothy M. Wolock, Peter Winskill +3
Epidemic models are powerful tools in understanding infectious disease. However, as they increase in size and complexity, they can quickly become computationally intractable. Recen…