Accepted papers will be presented as posters during our workshop poster session on 2nd December, 2025.
Fast Track
We welcome papers accepted at ELLIS UnConference, EurIPS workshops, or EurIPS . If you find your work relevant to our topics and are keen to discuss with peers, contact us via amortizedprobml@gmail.com
Important Dates (Anywhere on Earth)
Submission due: Oct 16 Oct 25, 2025
Accept/reject notice: Oct 31, 2025
Accept/reject notice (fast track): Rolling basis up to date of workshop
Topics
We invite submissions related (but not limited) to the following topics:
Amortized approaches to simulation-based inference (SBI), e.g., neural posterior, likelihood, or ratio estimators
Amortized / efficient probabilistic methods
Amortized inference / meta-learning for efficient probabilistic methods
Neural processes / PFNs
Amortized sequential decision making (e.g., experimental design, active learning, Bayesian optimization)
Foundation models for inference and design
Applications enabled by amortized probabilistic methods
We are particularly interested in submissions that tackle open questions for amortized ProbML, which include (but are not limited to):
Robustness in amortized inference or amortized sequential decision making (e.g., sim2real, distribution shift, model misspecification)
Post-computation diagnostics and uncertainty assessment (calibration/coverage)
Data/compute/latency trade-offs and scaling laws
Going beyond pure pretraining (e.g., test-time compute)