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Manuel Glöckler

2 accepted papers

2026

Scalable Simulation-Based Model Inference with Test-Time Complexity Control

ICML 2026poster

Simulation plays a central role in scientific discovery. In many applications, the bottleneck is no longer running a simulator—it is choosing among large families of plausible simulators, each corresponding to different forward models/hypotheses consistent with observations. Over large model familie…

Cited by 0SourceScholar
2022

Variational methods for simulation-based inference

ICLR 2022spotlight

We present Sequential Neural Variational Inference (SNVI), an approach to perform Bayesian inference in models with intractable likelihoods. SNVI combines likelihood-estimation (or likelihood-ratio-estimation) with variational inference to achieve a scalable simulation-based inference approach. SNVI…