A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation | Paper Citation Record

Observation a87d6c1f-1f01-473c-90b7-c13847ac1572 · outbound

This paper cites Multi-scale neural sources of EEG: genuine, equivalent, and representative.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Multi-scale neural sources of EEG: genuine, equivalent, and representative

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This paper cites Towards large-scale, human-based, mesoscopic neurotechnologies[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Towards large-scale, human-based, mesoscopic neurotechnologies[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Multi-scale neural decoding and analysis[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A neural mass model of spectral responses in electrophysiology[J]

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This paper cites Bifurcation analysis of two coupled Jansen-Rit neural mass models[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Bifurcation analysis of two coupled Jansen-Rit neural mass models[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A canonical microcircuit for neocortex[J]

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This paper cites A dynamic causal model study of neuronal population dynamics[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A dynamic causal model study of neuronal population dynamics[J]

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This paper cites Neural masses and fields in dynamic causal modeling[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Neural masses and fields in dynamic causal modeling[J]

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This paper cites Global dynamics of neural mass models[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Global dynamics of neural mass models[J]

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This paper cites Bayesian model comparison for simulation- based inference[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Bayesian model comparison for simulation- based inference[J]

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Observation 9f5e5de9-3a6f-4a35-a67e-835ec334da19 · outbound

This paper cites A Comprehensive Guide to Simulation-based Inference in Computational Biology.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A Comprehensive Guide to Simulation-based Inference in Computational Biology

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This paper cites Simulation-Based Inference: A Practical Guide.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Simulation-Based Inference: A Practical Guide

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Observation d528d472-d07d-44c0-b447-b78eb1ea4507 · outbound

This paper cites Benchmarking simulation-based infer- ence[C]//International conference on artificial intelligence and statistics.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Benchmarking simulation-based infer- ence[C]//International conference on artificial intelligence and statistics

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Observation e60b6c54-219d-46ef-823d-1bb6a926fb76 · outbound

This paper cites A crisis in simulation-based inference? Beware, your posterior approximations can be unfaithful[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A crisis in simulation-based inference? Beware, your posterior approximations can be unfaithful[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Variational methods for simulation-based inference

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This paper cites Simulation-based calibration checking for Bayesian computation: The choice of test quantities shapes sensitivity[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Simulation-based calibration checking for Bayesian computation: The choice of test quantities shapes sensitivity[J]

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This paper cites Posterior SBC: simulation-based calibration checking conditional on data[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Posterior SBC: simulation-based calibration checking conditional on data[J]

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This paper cites E-Valuating Classifier Two-Sample Tests.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation E-Valuating Classifier Two-Sample Tests

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This paper cites H2ST: Hierarchical two-sample tests for continual out-of-distribution detection[C]//Proceedings of the Computer Vision and Pattern Recognition Conference.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation H2ST: Hierarchical two-sample tests for continual out-of-distribution detection[C]//Proceedings of the Computer Vision and Pattern Recognition Conference

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This paper cites L-c2st: Local diagnostics for posterior approximations in simulation-based inference[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation L-c2st: Local diagnostics for posterior approximations in simulation-based inference[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation The frontier of simulation-based inference[J]

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This paper cites Parameter estimation and identifiability in a neural population model for electro-cortical activity[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Parameter estimation and identifiability in a neural population model for electro-cortical activity[J]

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Observation 6f84aac9-f36a-4180-a981-dc32b2316e8e · outbound

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Universally sloppy parameter sensitivities in systems biology models[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Perspective: Sloppiness and emergent theories in physics, biology, and beyond[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Dynamic causal modelling[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Dynamic causal modelling revisited[J]

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation All-in-one simulation-based inference

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Observation f01fc690-1900-43cf-85b2-a1ef131f847f · outbound

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A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation On the nature of seizure dynamics[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:22.365825Z

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Observation 600072b4-dff8-40c0-91c4-a67ca24054e4 · outbound

This paper cites Normative intracranial EEG maps epileptogenic tissues in focal epilepsy[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Normative intracranial EEG maps epileptogenic tissues in focal epilepsy[J]

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1937da4c-42f5-4b08-8d3a-fdb4409bfe74 · outbound

This paper cites Topographic Variation in Human Neurotransmitter Receptor Densities Explains Differences in Intracranial EEG Spectra[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Topographic Variation in Human Neurotransmitter Receptor Densities Explains Differences in Intracranial EEG Spectra[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:22.653411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e95b29-1ad8-4f97-b18a-90dde4a9d9c5 · outbound

This paper cites ERP CORE: An open resource for human event-related potential research[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation ERP CORE: An open resource for human event-related potential research[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:22.790584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d43b1a-5e5a-4875-b8ae-95235ce694b6 · outbound

This paper cites Imaging human EEG dynamics using independent component analysis[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Imaging human EEG dynamics using independent component analysis[J]

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72f7cac2-9724-4925-84bd-0c064c54dde5 · outbound

This paper cites Enhancing EEG signals classification using LSTM-CNN architecture[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Enhancing EEG signals classification using LSTM-CNN architecture[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.096502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ef8574d-40de-4df0-be07-5719e9ca37e3 · outbound

This paper cites Automatic posterior transformation for likelihood-free inference[C]//International conference on machine learning.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Automatic posterior transformation for likelihood-free inference[C]//International conference on machine learning

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.121613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85524b84-a421-4d56-9ea8-29161a982367 · outbound

This paper cites Methods and considerations for estimating parameters in biophysically detailed neural models with simulation based inference[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Methods and considerations for estimating parameters in biophysically detailed neural models with simulation based inference[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.180522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 090fd28a-623a-417a-b75e-5ff832702630 · outbound

This paper cites Is learning summary statistics necessary for likelihood-free inference?[C]//International Conference on Machine Learning.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Is learning summary statistics necessary for likelihood-free inference?[C]//International Conference on Machine Learning

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.300497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59de3c4d-8630-4e5e-815e-7f919534cd65 · outbound

This paper cites Individual brain structure and modelling predict seizure propagation[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Individual brain structure and modelling predict seizure propagation[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.460717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec49e6bf-49bb-4a13-8e0e-e3e6c15965bf · outbound

This paper cites NeuroImage, 2020, 217: 116839.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation NeuroImage, 2020, 217: 116839

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.637057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add6a574-4e24-4b6c-87f1-0fa13028db83 · outbound

This paper cites Identifying spatio-temporal seizure propagation patterns in epilepsy using Bayesian inference[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Identifying spatio-temporal seizure propagation patterns in epilepsy using Bayesian inference[J]

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f823ac9-89e9-4d18-b889-be3f4a0b2da1 · outbound

This paper cites A taxonomy of seizure dynamotypes[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation A taxonomy of seizure dynamotypes[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.782451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 323980ce-9798-41bc-ae3a-c0d5a59a0e9c · outbound

This paper cites Canonical microcircuits for predictive coding[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Canonical microcircuits for predictive coding[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.844514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3dfdcc8-cf0e-4086-b765-3b98ca86f846 · outbound

This paper cites Dynamic causal modeling of the response to frequency deviants[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Dynamic causal modeling of the response to frequency deviants[J]

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:23.910947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a52db4e-125f-418e-b017-b272d2b6b186 · outbound

This paper cites Attentional enhancement of auditory mismatch responses: a DCM/MEG study[J].

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Attentional enhancement of auditory mismatch responses: a DCM/MEG study[J]

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Resolution: malformed identifier; no resolver link, observed 2026-07-31T23:13:23.990167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a305e13-f8f2-44c6-8d1f-25698bea3f15 · outbound

This paper cites an unresolved cited work.

A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation Unresolved cited work

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Resolution: unresolved; no resolver link, observed 2026-07-31T23:13:24.068246Z

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