{"total":37,"rows":[{"id":"2106.10800","title":"Lossy Compression for Lossless Prediction","created":"2021-06-21","cited_by_count":52,"area":null},{"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":"2302.09125","title":"JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models","created":"2023-02-17","cited_by_count":41,"area":null},{"id":"2404.12484","title":"Neural Methods for Amortized Inference","created":"2024-04-18","cited_by_count":39,"area":null},{"id":"2508.12939","title":"Simulation-Based Inference: A Practical Guide","created":"2025-08-18","cited_by_count":32,"area":null},{"id":"2107.14346","title":"Neural Networks for Parameter Estimation in Intractable Models","created":"2021-07-29","cited_by_count":29,"area":null},{"id":"2111.13139","title":"Group equivariant neural posterior estimation","created":"2021-11-25","cited_by_count":16,"area":null},{"id":"2206.01106","title":"Robustness to Label Noise Depends on the Shape of the Noise Distribution in Feature Space","created":"2022-06-02","cited_by_count":15,"area":null},{"id":"2202.00625","title":"Black-box Bayesian inference for economic agent-based models","created":"2022-02-01","cited_by_count":13,"area":null},{"id":"2310.02600","title":"Neural Bayes Estimators for Irregular Spatial Data using Graph Neural Networks","created":"2023-10-04","cited_by_count":13,"area":null},{"id":"2201.12059","title":"Learning Summary Statistics for Bayesian Inference with Autoencoders","created":"2022-01-28","cited_by_count":9,"area":null},{"id":"2201.12090","title":"Approximate Bayesian Computation with Domain Expert in the Loop","created":"2022-01-28","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":"2110.08750","title":"TIP: Task-Informed Motion Prediction for Intelligent Vehicles","created":"2021-10-17","cited_by_count":8,"area":null},{"id":"2202.11585","title":"Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation","created":"2022-02-23","cited_by_count":8,"area":null},{"id":"2305.04341","title":"Fast parameter estimation of Generalized Extreme Value distribution using Neural Networks","created":"2023-05-07","cited_by_count":7,"area":null},{"id":"2303.15041","title":"Towards black-box parameter estimation","created":"2023-03-27","cited_by_count":6,"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":"2210.11915","title":"Efficient identification of informative features in simulation-based inference","created":"2022-10-21","cited_by_count":5,"area":null},{"id":"2102.06521","title":"Robust and integrative Bayesian neural networks for likelihood-free parameter inference","created":"2021-02-12","cited_by_count":4,"area":null},{"id":"2401.02413","title":"Simulation-Based Inference with Quantile Regression","created":"2024-01-04","cited_by_count":4,"area":null},{"id":"2311.10671","title":"Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference","created":"2023-11-17","cited_by_count":3,"area":null},{"id":"2408.16101","title":"Generative Bayesian Computation for Maximum Expected Utility","created":"2024-08-28","cited_by_count":3,"area":null},{"id":"2111.11507","title":"Approximate Bayesian Computation via Classification","created":"2021-11-22","cited_by_count":2,"area":null},{"id":"2206.02340","title":"Unifying Summary Statistic Selection for Approximate Bayesian Computation","created":"2022-06-06","cited_by_count":2,"area":null},{"id":"2308.09043","title":"Kernel-Based Tests for Likelihood-Free Hypothesis Testing","created":"2023-08-17","cited_by_count":2,"area":null},{"id":"2410.08378","title":"Deep Generative Quantile Bayes","created":"2024-10-10","cited_by_count":2,"area":null},{"id":"2501.05458","title":"Generative Modeling: A Review","created":"2024-12-24","cited_by_count":2,"area":null},{"id":"2210.08865","title":"Deep Learning Aided Laplace Based Bayesian Inference for Epidemiological Systems","created":"2022-10-17","cited_by_count":1,"area":null},{"id":"2509.00200","title":"Simulation-based inference of yeast centromeres","created":"2025-08-29","cited_by_count":1,"area":null},{"id":"2203.11276","title":"Model Comparison in Approximate Bayesian Computation","created":"2022-03-15","cited_by_count":0,"area":null},{"id":"2206.07494","title":"Counting Phases and Faces Using Bayesian Thermodynamic Integration","created":"2022-05-18","cited_by_count":0,"area":null},{"id":"2304.03805","title":"Correcting Model Misspecification via Generative Adversarial Networks","created":"2023-04-07","cited_by_count":0,"area":null},{"id":"2503.17894","title":"Generative Learner for Distributional Causal Effects","created":"2025-03-23","cited_by_count":0,"area":null},{"id":"2507.22256","title":"Spatiodynamic inference using vision-based generative modelling","created":"2025-07-29","cited_by_count":0,"area":null},{"id":"2605.21617","title":"$\\textit{BlockFormer}$ : Transformer-based inference from genomic contact maps","created":"2026-05-20","cited_by_count":0,"area":null},{"id":"2609.39525","title":"Mitigating Representation Gaps in Amortized Bayesian Inference with Auxiliary Supervision","created":"2026-09-30","cited_by_count":0,"area":null}],"next_cursor":null}