v1v2 (latest)

Normalizing Flows for Probabilistic Modeling and Inference

Journal of machine learning research (JMLR), 2019

5 December 2019

George Papamakarios

Eric T. Nalisnick

Danilo Jimenez Rezende

S. Mohamed

Balaji Lakshminarayanan

TPM

AI4CE

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Papers citing "Normalizing Flows for Probabilistic Modeling and Inference"

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MIST: Mutual Information Via Supervised Training German Gritsai Megan Richards Maxime Méloux Kyunghyun Cho Maxime Peyrard OOD 198 0 0 24 Nov 2025
ArticFlow: Generative Simulation of Articulated Mechanisms Jiong Lin Jinchen Ruan Hod Lipson AI4CE 98 0 0 22 Nov 2025
Generative Model Predictive Control in Manufacturing Processes: A Review Suk Ki Lee Ronnie F. P. Stone Max Gao Wenlong Zhang Zhenghui Sha Hyunwoong Ko AI4CE 52 0 0 22 Nov 2025
Particle Monte Carlo methods for Lattice Field Theory David Yallup 82 0 0 19 Nov 2025
A Physics Informed Machine Learning Framework for Optimal Sensor Placement and Parameter Estimation Georgios Venianakis Constantinos Theodoropoulos Michail Kavousanakis 68 0 0 19 Nov 2025
Nonparametric Estimation of Joint Entropy via Partitioned Sample-Spacing Jungwoo Ho Sangun Park Soyeong Oh 53 0 0 17 Nov 2025
Rectified Noise: A Generative Model Using Positive-incentive Noise Zhenyu Gu Yanchen Xu Sida Huang Yubin Guo Hongyuan Zhang 117 2 0 11 Nov 2025
Physics-Informed Design of Input Convex Neural Networks for Consistency Optimal Transport Flow Matching Fanghui Song Zhongjian Wang Jiebao Sun 56 0 0 08 Nov 2025
Multi-agent Coordination via Flow Matching Dongsu Lee Daehee Lee Amy Zhang 68 0 0 07 Nov 2025
Dark Energy Survey Year 3 results: Simulation-based $w$ CDM inference from weak lensing and galaxy clustering maps with deep learning. I. Analysis design A. Thomsen J. Bucko T. Kacprzak V. Ajani J. Fluri ... E. Suchyta M. E. C. Swanson D. Thomas C. To D. L. Tucker 221 0 0 06 Nov 2025
Learning Paths for Dynamic Measure Transport: A Control Perspective A. Maurais Bamdad Hosseini Youssef Marzouk 44 0 0 05 Nov 2025
Addressing prior dependence in hierarchical Bayesian modeling for PTA data analysis I: Methodology and implementation Luigi Dámico Eleonora Villa Fatima Modica Bittordo Aldo Barca Francesco Alì Massimo Meneghetti Luca Naso 60 0 0 05 Nov 2025
Reducing normalizing flow complexity for MCMC preconditioning David Nabergoj Erik Štrumbelj 76 0 0 04 Nov 2025
Group-Equivariant Diffusion Models for Lattice Field Theory Octavio Vega J. Komijani Aida El-Khadra M. Marinković DiffM 208 0 0 30 Oct 2025
$Scaling flow-based approaches for topology sampling in $\mathrm{SU}(3)$ gauge theory$ Scaling flow-based approaches for topology sampling in $\mathrm{SU}(3)$ gauge theory Claudio Bonanno Andrea Bulgarelli E. Cellini A. Nada Dario Panfalone Davide Vadacchino Lorenzo Verzichelli 52 0 0 29 Oct 2025
PyDPF: A Python Package for Differentiable Particle Filtering John-Joseph Brady Benjamin Cox Victor Elvira Yunpeng Li 114 1 0 29 Oct 2025
The Neural Differential Manifold: An Architecture with Explicit Geometric Structure Di Zhang 28 1 0 29 Oct 2025
An efficient probabilistic hardware architecture for diffusion-like models Andraž Jelinčič Owen Lockwood Akhil Garlapati Guillaume Verdon Trevor McCourt Guillaume Verdon Trevor McCourt DiffM 72 2 0 28 Oct 2025
A Comprehensive Evaluation Framework for Synthetic Trip Data Generation in Public Transport Yuanyuan Wu Zhenlin Qin Zhenliang Ma 161 0 0 28 Oct 2025
FARMER: Flow AutoRegressive Transformer over Pixels Guangting Zheng Qinyu Zhao Tao Yang Fei Xiao Zhijie Lin Jie Wu Jiajun Deng Y. Zhang Rui Zhu VGen 170 4 0 27 Oct 2025
Debiasing Reward Models by Representation Learning with Guarantees Ignavier Ng Patrick Blobaum Siddharth Bhandari Kun Zhang Shiva Prasad Kasiviswanathan 64 0 0 27 Oct 2025
Multimodal Datasets with Controllable Mutual Information Raheem Karim Hashmani G. W. Merz Helen Qu Mariel Pettee K. Cranmer 104 0 0 24 Oct 2025
SCORENF: Score-based Normalizing Flows for Sampling Unnormalized distributions V. Kanaujia Vipul Arora 70 0 0 24 Oct 2025
On Uncertainty Calibration for Equivariant Functions Edward Berman Jacob Ginesin Marco Pacini Robin Walters 190 0 0 24 Oct 2025
MAGIC-Flow: Multiscale Adaptive Conditional Flows for Generation and Interpretable Classification Luca Caldera Giacomo Bottacini Lara Cavinato OOD MedIm 112 0 0 24 Oct 2025
Neural Mutual Information Estimation with Vector Copulas Yanzhi Chen Zijing Ou Adrian Weller Michael U. Gutmann 103 2 0 23 Oct 2025
No Intelligence Without Statistics: The Invisible Backbone of Artificial Intelligence Ernest Fokoué AI4TS 43 0 0 22 Oct 2025
Towards Identifiability of Hierarchical Temporal Causal Representation Learning Zijian Li Minghao Fu Junxian Huang Yifan Shen Ruichu Cai Yuewen Sun Guangyi Chen Kun Zhang CML 194 0 0 21 Oct 2025
ParaStyleTTS: Toward Efficient and Robust Paralinguistic Style Control for Expressive Text-to-Speech Generation Haowei Lou Hye-Young Paik Wen Hu Lina Yao 52 1 0 21 Oct 2025
Learning Boltzmann Generators via Constrained Mass Transport Christopher von Klitzing Denis Blessing Henrik Schopmans Pascal Friederich Gerhard Neumann OT 236 0 0 21 Oct 2025
Federated Conditional Conformal Prediction via Generative Models Rui Xu Sihong Xie Wenxing Huang Minxuan Huang Yun Xie W. Chen Sihong Xie FedML 126 0 0 15 Oct 2025
Convergence, design and training of continuous-time dropout as a random batch method Antonio Álvarez-López Martín Hernández 52 0 0 15 Oct 2025
Improving Generative Behavior Cloning via Self-Guidance and Adaptive Chunking Junhyuk So Chiwoong Lee Shinyoung Lee Jungseul Ok Eunhyeok Park AI4CE 110 0 0 14 Oct 2025
Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation Mert Inan Anthony Sicilia Alex Xie Saujas Vaduguru Daniel Fried Malihe Alikhani 64 0 0 10 Oct 2025
Who Stole Your Data? A Method for Detecting Unauthorized RAG Theft Peiyang Liu Ziqiang Cui Di Liang Wei Ye 83 1 0 09 Oct 2025
Wavefunction Flows: Efficient Quantum Simulation of Continuous Flow Models David Layden Ryan Sweke Vojtěch Havlíček Anirban Chowdhury Kirill Neklyudov 132 0 0 09 Oct 2025
metabeta - A fast neural model for Bayesian mixed-effects regression Alex Kipnis Marcel Binz Eric Schulz BDL 68 0 0 08 Oct 2025
Fisher-Bingham-like normalizing flows on the sphere Thorsten Glüsenkamp 56 0 0 06 Oct 2025
Partial Information Decomposition via Normalizing Flows in Latent Gaussian Distributions Wenyuan Zhao Adithya Balachandran Chao Tian Paul Pu Liang 118 0 0 06 Oct 2025
Real-time Prediction of Urban Sound Propagation with Conditioned Normalizing Flows Achim Eckerle M. Spitznagel J. Keuper AI4CE 84 0 0 06 Oct 2025
HybridFlow: Quantification of Aleatoric and Epistemic Uncertainty with a Single Hybrid Model Peter Van Katwyk Karianne J. Bergen 145 0 0 06 Oct 2025
Neural Bayesian Filtering Christopher Solinas Radovan Haluška David Sychrovský Finbarr Timbers Nolan Bard M. Buro Martin Schmid Nathan R Sturtevant Michael Bowling BDL 64 0 0 04 Oct 2025
Dale meets Langevin: A Multiplicative Denoising Diffusion Model Nishanth Shetty Madhava Prasath C. Seelamantula DiffM 157 0 0 03 Oct 2025
ContextFlow: Context-Aware Flow Matching For Trajectory Inference From Spatial Omics Data Santanu Rathod Francesco Ceccarelli S. Holden Pietro Lio Xiao Zhang Jovan Tanevski 44 0 0 03 Oct 2025
Adaptive Heterogeneous Mixtures of Normalising Flows for Robust Variational Inference Benjamin Wiriyapong Oktay Karakuş Kirill Sidorov BDL 104 0 0 02 Oct 2025
Black-Box Combinatorial Optimization with Order-Invariant Reinforcement Learning Olivier Goudet Quentin Suire Adrien Goëffon F. Saubion Sylvain Lamprier OffRL 56 0 0 02 Oct 2025
Efficient Probabilistic Tensor Networks Marawan Gamal Abdel Hameed Guillaume Rabusseau 52 0 0 01 Oct 2025
Machine Learning and Control: Foundations, Advances, and Perspectives Enrique Zuazua AI4CE 60 1 0 30 Sep 2025
Marginal Flow: a flexible and efficient framework for density estimation M. Negri Jonathan Aellen Manuel Jahn AmirEhsan Khorashadizadeh Volker Roth 100 0 0 30 Sep 2025
Causal-Adapter: Taming Text-to-Image Diffusion for Faithful Counterfactual Generation Lei Tong Zhihua Liu Chaochao Lu Dino Oglic Tom Diethe Philip Teare Sotirios A. Tsaftaris Chen Jin DiffM CML 186 0 0 29 Sep 2025