# \#research

**URL:** https://discuss.bayesflow.org/tag/research/1.md

[Latest](https://discuss.bayesflow.org/latest.md) · [Categories](https://discuss.bayesflow.org/categories.md) · [Tags](https://discuss.bayesflow.org/tags.md)

---

## [Parameter-dependent prior](https://discuss.bayesflow.org/t/parameter-dependent-prior/275)

<div class="topic-metadata">

**Author:** [@MasterODF](https://discuss.bayesflow.org/u/MasterODF)\
**Replies:** 6\
**Last updated:** [July 16, 2026, 7:30am UTC](https://discuss.bayesflow.org/t/parameter-dependent-prior/275 "2026-07-16T07:30:05Z")

</div>

Hello! I’m working with BayesFlow on a birth-death process experiment, but I’ve hit a technical problem I can’t quite figure out. My model uses a modified Gaussian prior that is not entirely independent. Specifically, i…

---

## [ONNX Probabilistic Programming Working Group – Collaboration with the BayesFlow Community](https://discuss.bayesflow.org/t/onnx-probabilistic-programming-working-group-collaboration-with-the-bayesflow-community/238)

<div class="topic-metadata">

**Author:** [@bparbhu](https://discuss.bayesflow.org/u/bparbhu)\
**Replies:** 0\
**Last updated:** [April 15, 2026, 12:16pm UTC](https://discuss.bayesflow.org/t/onnx-probabilistic-programming-working-group-collaboration-with-the-bayesflow-community/238 "2026-04-15T12:16:18Z")

</div>

Hi everyone, I wanted to share that a new ONNX Working Group focused on Probabilistic Programming has recently been formed and invite participation from the BayesFlow community. The goal of this working group is to bri…

---

## [Preprint on "Amortized Bayesian Multilevel Models"](https://discuss.bayesflow.org/t/preprint-on-amortized-bayesian-multilevel-models/111)

<div class="topic-metadata">

**Author:** [@Daniel](https://discuss.bayesflow.org/u/Daniel)\
**Replies:** 3\
**Last updated:** [September 15, 2024, 6:21pm UTC](https://discuss.bayesflow.org/t/preprint-on-amortized-bayesian-multilevel-models/111 "2024-09-15T18:21:25Z")

</div>

I’m happy to announce our recently published preprint on Amortized Bayesian Multilevel Models: \[2408.13230\] Amortized Bayesian Multilevel Models Any feedback is greatly appreciated. We are also currently working on intr…

---

## [New preprint on estimating and comparing models with time-varying parameters](https://discuss.bayesflow.org/t/new-preprint-on-estimating-and-comparing-models-with-time-varying-parameters/51)

<div class="topic-metadata">

**Author:** [@LuSchumacher](https://discuss.bayesflow.org/u/LuSchumacher)\
**Replies:** 0\
**Last updated:** [January 16, 2024, 5:02pm UTC](https://discuss.bayesflow.org/t/new-preprint-on-estimating-and-comparing-models-with-time-varying-parameters/51 "2024-01-16T17:02:15Z")

</div>

Hello there, we just published a new preprint on the validation and comparison of non-stationary diffusion decision models: https://arxiv.org/abs/2401.08626 We used BayesFlow for parameter estimation and model comparis…

---

## [Our new preprint on consistency models for posterior estimation](https://discuss.bayesflow.org/t/our-new-preprint-on-consistency-models-for-posterior-estimation/30)

<div class="topic-metadata">

**Author:** [@KLDivergence](https://discuss.bayesflow.org/u/KLDivergence)\
**Replies:** 2\
**Last updated:** [December 21, 2023, 9:29pm UTC](https://discuss.bayesflow.org/t/our-new-preprint-on-consistency-models-for-posterior-estimation/30 "2023-12-21T21:29:30Z")

</div>

Check out our freshly baked preprint on a new free-form neural sampler based on consistency models! Any feedback is greatly appreciated. :grinning: P.S. Continuous models (along with flow matching and denoising diffus…