conftrace_

bayesian inverse problem

10 papers

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Also known as

BIP

Co-occurring keywords

diffusion model (3751) markov chain monte carlo (725) posterior sampling (152) stochastic dynamical system (12) denoising diffusion model (36) generative model (2892) conditional generation (283) noisy observation (18) neural operator (74) ecg heartbeat (1)

Papers

Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025

Leveraging an ECG Beat Diffusion Model for Morphological Reconstruction from Indirect Signals NIPS 2024

Solving Spectrum Unmixing as a Multi-Task Bayesian Inverse Problem with Latent Factors for Endmember Variability AAAI 2024

Dynamic Conditional Optimal Transport through Simulation-Free Flows NIPS 2024

Learning Diffusion Priors from Observations by Expectation Maximization NIPS 2024

Divide-and-Conquer Posterior Sampling for Denoising Diffusion priors NIPS 2024

Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors NIPS 2024

Probabilistic Exponential Integrators NIPS 2023

Score-based Data Assimilation NIPS 2023

Batch greedy maximization of non-submodular functions: Guarantees and applications to experimental design JMLR 2021