Neural Enhanced Belief Propagation on Factor Graphs

4 March 2020

Papers citing "Neural Enhanced Belief Propagation on Factor Graphs"

50 / 57 papers shown

Title
Decoding Quantum LDPC Codes Using Graph Neural Networks Vukan Ninkovic O. Kundacina D. Vukobratović Christian Hager Alexandre Graell i Amat GNN 31 3 0 09 Aug 2024
Differentiable Cluster Graph Neural Network Yanfei Dong Mohammed Haroon Dupty Lambert Deng Zhuanghua Liu Yong Liang Goh Wee Sun Lee GNN 34 1 0 25 May 2024
DNA: Differentially private Neural Augmentation for contact tracing Rob Romijnders Christos Louizos Yuki M. Asano Max Welling FedML 29 0 0 20 Apr 2024
Learning to Solve the Constrained Most Probable Explanation Task in Probabilistic Graphical Models Shivvrat Arya Tahrima Rahman Vibhav Gogate TPM 29 2 0 17 Apr 2024
Constrained Layout Generation with Factor Graphs Mohammed Haroon Dupty Yanfei Dong Sicong Leng Guoji Fu Yong Liang Goh Wei Lu Wee Sun Lee 3DV 42 4 0 30 Mar 2024
Circular Belief Propagation for Approximate Probabilistic Inference Vincent Bouttier R. Jardri S. Denéve 25 0 0 17 Mar 2024
Learning in Deep Factor Graphs with Gaussian Belief Propagation Seth Nabarro Mark van der Wilk Andrew J Davison BDL 25 0 0 24 Nov 2023
Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks Zhaohui Yan Songlin Yang Wei Liu Kewei Tu 22 10 0 26 Oct 2023
Classification-Aided Robust Multiple Target Tracking Using Neural Enhanced Message Passing Xianglong Bai Zengfu Wang Quan Pan Tao Yun Hua Lan 21 1 0 19 Oct 2023
Offline Tracking with Object Permanence Xianzhong Liu Holger Caesar OffRL VOT 18 1 0 02 Oct 2023
Multi-Instance Adversarial Attack on GNN-Based Malicious Domain Detection Mahmoud Nazzal Issa M. Khalil Abdallah Khreishah Nhathai Phan Yao Ma AAML 26 1 0 22 Aug 2023
Factor Graph Neural Networks Zhen Zhang Mohammed Haroon Dupty Fan Wu Javen Qinfeng Shi Fan Wu AI4CE 30 39 0 02 Aug 2023
Local Message Passing on Frustrated Systems Luca Schmid Joshua Brenk Laurent Schmalen 22 1 0 02 Jun 2023
Generalization Bounds for Neural Belief Propagation Decoders S. Adiga Xin Xiao Ravi Tandon Bane V. Vasic Tamal Bose BDL AI4CE 22 4 0 17 May 2023
Graph Neural Networks on Factor Graphs for Robust, Fast, and Scalable Linear State Estimation with PMUs O. Kundacina M. Cosovic D. Mišković D. Vukobratović 16 8 0 28 Apr 2023
The END: An Equivariant Neural Decoder for Quantum Error Correction Evgenii Egorov Roberto Bondesan Max Welling 11 5 0 14 Apr 2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks Arindam Chowdhury Gunjan Verma A. Swami Santiago Segarra 15 13 0 02 Apr 2023
DNBP: Differentiable Nonparametric Belief Propagation Anthony Opipari Jana Pavlasek Chao Chen Shoutian Wang Karthik Desingh Odest Chadwicke Jenkins 11 3 0 08 Mar 2023
Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems Hengtao He Xianghao Yu Jun Zhang Shenghui Song Khaled B. Letaief 30 16 0 14 Feb 2023
Exact Fractional Inference via Re-Parametrization & Interpolation between Tree-Re-Weighted- and Belief Propagation- Algorithms Hamidreza Behjoo Michael Chertkov 6 1 0 25 Jan 2023
Neural Enhanced Belief Propagation for Multiobject Tracking Mingchao Liang Florian Meyer VOT 33 25 0 16 Dec 2022
Neural Bayesian Network Understudy Paloma Rabaey Cedric De Boom Thomas Demeester BDL CML 30 0 0 15 Nov 2022
NSNet: A General Neural Probabilistic Framework for Satisfiability Problems Zhaoyu Li X. Si BDL NAI 9 10 0 07 Nov 2022
Learning Feasibility of Factored Nonlinear Programs in Robotic Manipulation Planning Joaquim Ortiz de Haro Jung-Su Ha Danny Driess E. Karpas Marc Toussaint 24 2 0 22 Oct 2022
Deep Attentive Belief Propagation: Integrating Reasoning and Learning for Solving Constraint Optimization Problems Yanchen Deng Shufeng Kong Caihua Liu Bo An 11 4 0 24 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 25 2 0 14 Sep 2022
Graph Neural Networks for Channel Decoding Sebastian Cammerer J. Hoydis Fayçal Ait Aoudia Alexander Keller GNN 27 27 0 29 Jul 2022
Robust and Fast Data-Driven Power System State Estimator Using Graph Neural Networks O. Kundacina M. Cosovic D. Vukobratović 19 1 0 06 Jun 2022
Loop Closure Prioritization for Efficient and Scalable Multi-Robot SLAM Chris Denniston Yun Chang Andrzej Reinke K. Ebadi Gaurav Sukhatme Luca Carlone B. Morrell Ali-akbar Agha-mohammadi 41 25 0 24 May 2022
Graph Neural Networks Intersect Probabilistic Graphical Models: A Survey Chenqing Hua Sitao Luan Qian Zhang Jie Fu 15 6 0 24 May 2022
Neural Structured Prediction for Inductive Node Classification Meng Qu Huiyu Cai Jian Tang BDL GNN 13 18 0 15 Apr 2022
Low-complexity Near-optimum Symbol Detection Based on Neural Enhancement of Factor Graphs Luca Schmid Laurent Schmalen 22 11 0 30 Mar 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 25 110 0 21 Mar 2022
Neural Enhanced Belief Propagation for Data Association in Multiobject Tracking Mingchao Liang Florian Meyer VOT 11 13 0 17 Mar 2022
Neural Enhancement of Factor Graph-based Symbol Detection Luca Schmid Laurent Schmalen 25 4 0 07 Mar 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 30 20 0 04 Jan 2022
Adversarial Neural Networks for Error Correcting Codes Hung T. Nguyen S. Bottone Kwang Taik Kim M. Chiang H. Vincent Poor 12 3 0 21 Dec 2021
Neural Belief Propagation for Scene Graph Generation Daqi Liu M. Bober J. Kittler GNN 19 8 0 10 Dec 2021
Differentiable Spatial Planning using Transformers Devendra Singh Chaplot Deepak Pathak Jitendra Malik 19 37 0 02 Dec 2021
Robust Deep Learning from Crowds with Belief Propagation Hoyoung Kim Seunghyuk Cho Dongwoo Kim Jungseul Ok FedML 24 0 0 01 Nov 2021
Deep learning via message passing algorithms based on belief propagation C. Lucibello Fabrizio Pittorino Gabriele Perugini R. Zecchina 40 14 0 27 Oct 2021
Multi-Agent MDP Homomorphic Networks Elise van der Pol H. V. Hoof F. Oliehoek Max Welling AI4CE 46 28 0 09 Oct 2021
Equivariant Neural Network for Factor Graphs Fan-Yun Sun Jonathan Kuck Hao Tang Stefano Ermon 17 1 0 29 Sep 2021
Generalization of graph network inferences in higher-order graphical models Yicheng Fei Xaq Pitkow 16 0 0 12 Jul 2021
A visual introduction to Gaussian Belief Propagation Joseph Ortiz Talfan Evans Andrew J. Davison 13 32 0 05 Jul 2021
Relational Reasoning Networks G. Marra Michelangelo Diligenti Francesco Giannini NAI 29 4 0 01 Jun 2021
Neural Enhanced Belief Propagation for Cooperative Localization Mingchao Liang Florian Meyer 14 18 0 27 May 2021
Modeling Graph Node Correlations with Neighbor Mixture Models Linfeng Liu Michael Hughes Liping Liu 23 0 0 29 Mar 2021
Autoregressive Belief Propagation for Decoding Block Codes Eliya Nachmani Lior Wolf 14 12 0 23 Jan 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 26 315 0 15 Dec 2020