Large Scale Training of Graph Neural Networks for Optimal Markov-Chain Partitioning Using the Kemeny Constant Dec 22, 2023 Clustering graph partitioning
— Unverified 0Uplifting the Expressive Power of Graph Neural Networks through Graph Partitioning Dec 14, 2023 graph partitioning
— Unverified 0A Novel Differentiable Loss Function for Unsupervised Graph Neural Networks in Graph Partitioning Dec 11, 2023 Combinatorial Optimization Graph Neural Network
— Unverified 0BClean: A Bayesian Data Cleaning System Nov 11, 2023 Bayesian Inference graph partitioning
Code Code Available 0NeuroCUT: A Neural Approach for Robust Graph Partitioning Oct 18, 2023 Graph Neural Network graph partitioning
Code Code Available 0Mitigating Pilot Contamination and Enabling IoT Scalability in Massive MIMO Systems Oct 5, 2023 graph partitioning
— Unverified 0DGC: Training Dynamic Graphs with Spatio-Temporal Non-Uniformity using Graph Partitioning by Chunks Sep 7, 2023 Graph Neural Network graph partitioning
— Unverified 0An Experimental Comparison of Partitioning Strategies for Distributed Graph Neural Network Training Aug 29, 2023 Graph Neural Network graph partitioning
— Unverified 0Accelerating Generic Graph Neural Networks via Architecture, Compiler, Partition Method Co-Design Aug 16, 2023 GPU Graph Learning
— Unverified 0Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls Aug 14, 2023 Federated Learning graph partitioning
Code Code Available 0Spectral Normalized-Cut Graph Partitioning with Fairness Constraints Jul 22, 2023 Attribute Fairness
Code Code Available 0Edge-set reduction to efficiently solve the graph partitioning problem with the genetic algorithm Jul 19, 2023 graph partitioning
— Unverified 0PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks Jun 25, 2023 graph partitioning Node Classification
— Unverified 0BatchGNN: Efficient CPU-Based Distributed GNN Training on Very Large Graphs Jun 23, 2023 CPU GPU
— Unverified 0Efficient Partitioning Method of Large-Scale Public Safety Spatio-Temporal Data based on Information Loss Constraints Jun 22, 2023 graph partitioning Management
— Unverified 0Creating Multi-Level Skill Hierarchies in Reinforcement Learning Jun 16, 2023 graph partitioning reinforcement-learning
Code Code Available 0Fast Algorithms for Directed Graph Partitioning Using Flows and Reweighted Eigenvalues Jun 15, 2023 graph partitioning
— Unverified 0One-step Bipartite Graph Cut: A Normalized Formulation and Its Application to Scalable Subspace Clustering May 12, 2023 Clustering Graph Learning
— Unverified 0Distributed Compressed Sparse Row Format for Spiking Neural Network Simulation, Serialization, and Interoperability Apr 12, 2023 graph partitioning Neural Network simulation
— Unverified 0Inductive Graph Unlearning Apr 6, 2023 Fairness Graph Learning
Code Code Available 0Distributed Graph Embedding with Information-Oriented Random Walks Mar 28, 2023 CPU Graph Embedding
Code Code Available 0A parameter-free graph reduction for spectral clustering and SpectralNet Feb 25, 2023 Clustering Graph Clustering
Code Code Available 0Random projection tree similarity metric for SpectralNet Feb 25, 2023 Clustering Graph Clustering
Code Code Available 0Refining a k-nearest neighbor graph for a computationally efficient spectral clustering Feb 22, 2023 Clustering Computational Efficiency
Code Code Available 0Approximate spectral clustering with eigenvector selection and self-tuned k Feb 22, 2023 Clustering Graph Clustering
Code Code Available 0Graph Construction using Principal Axis Trees for Simple Graph Convolution Feb 22, 2023 graph construction Graph Embedding
Code Code Available 0Approximate spectral clustering density-based similarity for noisy datasets Feb 22, 2023 Clustering Graph Clustering
Code Code Available 0Random Projection Forest Initialization for Graph Convolutional Networks Feb 22, 2023 graph construction Graph Embedding
Code Code Available 0Fair and skill-diverse student group formation via constrained k-way graph partitioning Jan 12, 2023 Attribute Dimensionality Reduction
— Unverified 0Scalable Graph Convolutional Network Training on Distributed-Memory Systems Dec 9, 2022 Blocking graph partitioning
— Unverified 0AGO: Boosting Mobile AI Inference Performance by Removing Constraints on Graph Optimization Dec 2, 2022 graph partitioning
— Unverified 0Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Nov 17, 2022 Diversity Graph Learning
— Unverified 0Agglomeration of Polygonal Grids using Graph Neural Networks with applications to Multigrid solvers Oct 31, 2022 graph partitioning
— Unverified 0Robust Fair Clustering: A Novel Fairness Attack and Defense Framework Oct 4, 2022 Adversarial Attack Clustering
Code Code Available 0Fine-tuning Partition-aware Item Similarities for Efficient and Scalable Recommendation Jul 13, 2022 Collaborative Filtering Data Augmentation
Code Code Available 0Nimble GNN Embedding with Tensor-Train Decomposition Jun 21, 2022 GPU graph partitioning
— Unverified 0Neural Improvement Heuristics for Graph Combinatorial Optimization Problems Jun 1, 2022 Combinatorial Optimization Graph Neural Network
Code Code Available 0More Recent Advances in (Hyper)Graph Partitioning May 26, 2022 graph partitioning hypergraph partitioning
— Unverified 0Local Motif Clustering via (Hyper)Graph Partitioning May 11, 2022 Clustering graph partitioning
Code Code Available 0A Bayesian Approach To Graph Partitioning Apr 24, 2022 Bayesian Inference graph partitioning
— Unverified 0WawPart: Workload-Aware Partitioning of Knowledge Graphs Mar 28, 2022 graph partitioning Knowledge Graphs
— Unverified 0A Differentiable Approach to Combinatorial Optimization using Dataless Neural Networks Mar 15, 2022 Combinatorial Optimization Community Detection
— Unverified 0Generalized Spectral Clustering for Directed and Undirected Graphs Mar 7, 2022 Clustering graph partitioning
— Unverified 0SUGAR: Efficient Subgraph-level Training via Resource-aware Graph Partitioning Jan 31, 2022 Drug Discovery Edge-computing
— Unverified 0Deep Learning and Spectral Embedding for Graph Partitioning Oct 16, 2021 Deep Learning Graph Neural Network
— Unverified 0Trading Quality for Efficiency of Graph Partitioning: An Inductive Method across Graphs Sep 29, 2021 Combinatorial Optimization Graph Neural Network
— Unverified 0A Design Flow for Mapping Spiking Neural Networks to Many-Core Neuromorphic Hardware Aug 27, 2021 graph partitioning
— Unverified 0Stateless actor-critic for instance segmentation with high-level priors Jul 6, 2021 graph partitioning Instance Segmentation
— Unverified 0xER: An Explainable Model for Entity Resolution using an Efficient Solution for the Clique Partitioning Problem Jun 1, 2021 Entity Resolution graph partitioning
— Unverified 0_2-norm Flow Diffusion in Near-Linear Time May 30, 2021 Clustering Graph Clustering
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