{"total":44,"rows":[{"id":"2305.15871","title":"Learning Robust Statistics for Simulation-based Inference under Model Misspecification","created":"2023-05-25","cited_by_count":48,"area":null},{"id":"2210.06564","title":"Robust Neural Posterior Estimation and Statistical Model Criticism","created":"2022-10-12","cited_by_count":46,"area":null},{"id":"2508.12939","title":"Simulation-Based Inference: A Practical Guide","created":"2025-08-18","cited_by_count":32,"area":null},{"id":"2210.05686","title":"Neural Importance Sampling for Rapid and Reliable Gravitational-Wave Inference","created":"2022-10-11","cited_by_count":28,"area":null},{"id":"2405.08719","title":"Addressing Misspecification in Simulation-based Inference through Data-driven Calibration","created":"2024-05-14","cited_by_count":27,"area":null},{"id":"2310.11122","title":"Sensitivity-Aware Amortized Bayesian Inference","created":"2023-10-17","cited_by_count":20,"area":null},{"id":"2411.12068","title":"The Statistical Accuracy of Neural Posterior and Likelihood Estimation","created":"2024-11-18","cited_by_count":18,"area":null},{"id":"2305.14984","title":"Adversarial robustness of amortized Bayesian inference","created":"2023-05-24","cited_by_count":17,"area":null},{"id":"2305.15208","title":"Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation","created":"2023-05-24","cited_by_count":17,"area":null},{"id":"2502.04949","title":"Does Unsupervised Domain Adaptation Improve the Robustness of Amortized Bayesian Inference? A Systematic Evaluation","created":"2025-02-07","cited_by_count":10,"area":null},{"id":"2411.02728","title":"Compositional simulation-based inference for time series","created":"2024-11-05","cited_by_count":9,"area":null},{"id":"2502.08416","title":"Multifidelity Simulation-based Inference for Computationally Expensive Simulators","created":"2025-02-12","cited_by_count":9,"area":null},{"id":"2503.12315","title":"Simulation-based Bayesian inference under model misspecification","created":"2025-03-16","cited_by_count":9,"area":null},{"id":"2301.13368","title":"Misspecification-robust Sequential Neural Likelihood for Simulation-based Inference","created":"2023-01-31","cited_by_count":8,"area":null},{"id":"2406.03154","title":"Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks: An Extended Investigation","created":"2024-06-05","cited_by_count":8,"area":null},{"id":"2410.16347","title":"Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis","created":"2024-10-21","cited_by_count":7,"area":null},{"id":"2404.13557","title":"Preconditioned Neural Posterior Estimation for Likelihood-free Inference","created":"2024-04-21","cited_by_count":6,"area":null},{"id":"2409.19675","title":"A Comprehensive Guide to Simulation-based Inference in Computational Biology","created":"2024-09-29","cited_by_count":6,"area":null},{"id":"2303.04217","title":"AI for Science: An Emerging Agenda","created":"2023-03-07","cited_by_count":5,"area":null},{"id":"2305.15340","title":"Bayesian calibration of differentiable agent-based models","created":"2023-05-24","cited_by_count":4,"area":null},{"id":"2311.11913","title":"Deep Calibration of Market Simulations using Neural Density Estimators and Embedding Networks","created":"2023-11-20","cited_by_count":4,"area":null},{"id":"2412.15100","title":"Tests for model misspecification in simulation-based inference: from local distortions to global model checks","created":"2024-12-19","cited_by_count":4,"area":null},{"id":"2508.15593","title":"Inductive Domain Transfer In Misspecified Simulation-Based Inference","created":"2025-08-21","cited_by_count":4,"area":null},{"id":"2410.14843","title":"Predictive variational inference: Learn the predictively optimal posterior distribution","created":"2024-10-18","cited_by_count":3,"area":null},{"id":"2602.09161","title":"Minimum Distance Summaries for Robust Neural Posterior Estimation","created":"2026-02-09","cited_by_count":3,"area":null},{"id":"2312.02997","title":"Simulation-Based Inference of Surface Accumulation and Basal Melt Rates of an Antarctic Ice Shelf from Isochronal Layers","created":"2023-12-03","cited_by_count":2,"area":null},{"id":"2510.02073","title":"Inferring Optical Tissue Properties from Photoplethysmography using Hybrid Amortized Inference","created":"2025-10-02","cited_by_count":2,"area":null},{"id":"2601.22367","title":"Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation","created":"2026-01-29","cited_by_count":2,"area":null},{"id":"2603.15292","title":"Scalable Simulation-Based Model Inference with Test-Time Complexity Control","created":"2026-03-16","cited_by_count":2,"area":null},{"id":"2306.15731","title":"Stochastic Gradient Bayesian Optimal Experimental Designs for Simulation-based Inference","created":"2023-06-27","cited_by_count":1,"area":null},{"id":"2312.02674","title":"Amortized Bayesian Decision Making for simulation-based models","created":"2023-12-05","cited_by_count":1,"area":null},{"id":"2405.15991","title":"R\\'enyi Neural Processes","created":"2024-05-25","cited_by_count":1,"area":null},{"id":"2407.15687","title":"SoftCVI: Contrastive variational inference with self-generated soft labels","created":"2024-07-22","cited_by_count":1,"area":null},{"id":"2501.17044","title":"Synthesizing 3D Abstractions by Inverting Procedural Buildings with Transformers","created":"2025-01-28","cited_by_count":1,"area":null},{"id":"2607.21702","title":"An Introduction to Bayesian and Frequentist Simulation-Based Inference with Machine Learning","created":"2026-07-23","cited_by_count":1,"area":null},{"id":"2608.13633","title":"Unknown Unknowns: Model Misspecification in Machine Learning for Physics","created":"2026-08-13","cited_by_count":1,"area":null},{"id":"2212.07775","title":"Calibrating AI Models for Wireless Communications via Conformal Prediction","created":"2022-12-15","cited_by_count":0,"area":null},{"id":"2507.18824","title":"Deep Neural Network Driven Simulation Based Inference Method for Pole Position Estimation under Model Misspecification","created":"2025-07-24","cited_by_count":0,"area":null},{"id":"2509.05724","title":"Misspecification-robust amortised simulation-based inference using variational methods","created":"2025-09-06","cited_by_count":0,"area":null},{"id":"2602.18004","title":"Preconditioned Robust Neural Posterior Estimation for Misspecified Simulators","created":"2026-02-20","cited_by_count":0,"area":null},{"id":"2602.22884","title":"Unsupervised Continual Learning for Amortized Bayesian Inference","created":"2026-02-26","cited_by_count":0,"area":null},{"id":"2605.05652","title":"Information-Preserving Domain Transfer with Unlabeled Data in Misspecified Simulation-Based Inference","created":"2026-05-07","cited_by_count":0,"area":null},{"id":"2605.13551","title":"Mixed neural posterior estimation for simulators with discrete and continuous parameters","created":"2026-05-13","cited_by_count":0,"area":null},{"id":"2609.36950","title":"Scalable Diffusion SBI for Compositional Inference under Simulator Misspecification","created":"2026-09-29","cited_by_count":0,"area":null}],"next_cursor":null}