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Point Processes

Papers

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Showing 451–500 of 541 papers

TitleStatusHype
Wasserstein Learning of Deep Generative Point Process ModelsCode0
Probabilistic Generating CircuitsCode0
XTSFormer: Cross-Temporal-Scale Transformer for Irregular-Time Event Prediction in Clinical ApplicationsCode0
Evaluating Uncertainty in Deep Gaussian ProcessesCode0
Probabilistic Modeling for Sequences of Sets in Continuous-TimeCode0
Batch Active Learning Using Determinantal Point ProcessesCode0
Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event SequencesCode0
Exact Bayesian Gaussian Cox Processes Using Random IntegralCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
A weak MLMC scheme for Lévy-copula-driven SDEs with applications to the pricing of credit, equity and interest rate derivativesCode0
Online Estimation and Community Detection of Network Point Processes for Event StreamsCode0
Exact sampling of determinantal point processes with sublinear time preprocessingCode0
Variational Inference for Neyman-Scott ProcessesCode0
Differentiable Adversarial Attacks for Marked Temporal Point ProcessesCode0
A topological data analysis based classification method for multiple measurementsCode0
Sensing Cox Processes via Posterior Sampling and Positive BasesCode0
Leveraging the Crowd to Detect and Reduce the Spread of Fake News and MisinformationCode0
Towards Reliable Detection of Empty Space: Conditional Marked Point Processes for Object DetectionCode0
Local Independence Testing for Point ProcessesCode0
Determinantal thinning of point processes with network learning applicationsCode0
A Dirichlet Mixture Model of Hawkes Processes for Event Sequence ClusteringCode0
On sampling determinantal and Pfaffian point processes on a quantum computerCode0
Deep Neyman-Scott ProcessesCode0
Faster Greedy MAP Inference for Determinantal Point ProcessesCode0
Fast Estimation of Causal Interactions using Wold ProcessesCode0
Stopping Methods for Technology Assisted Reviews based on Point ProcessesCode0
Low-Rank Factorization of Determinantal Point Processes for RecommendationCode0
Imitation Learning of Neural Spatio-Temporal Point ProcessesCode0
A Model-Free Method to Quantify Memory Utilization in Neural Point ProcessesCode0
Adaptive Sampling for Stochastic Risk-Averse LearningCode0
Variational Latent Gaussian Process for Recovering Single-Trial Dynamics from Population Spike TrainsCode0
On the Predictive Accuracy of Neural Temporal Point Process Models for Continuous-time Event DataCode0
Small coresets via negative dependence: DPPs, linear statistics, and concentrationCode0
MedGraph: Structural and Temporal Representation Learning of Electronic Medical RecordsCode0
Forecasting the 2016-2017 Central Apennines Earthquake Sequence with a Neural Point ProcessCode0
Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document SummarizationCode0
Active Mini-Batch Sampling using Repulsive Point ProcessesCode0
Learning Temporal Attention in Dynamic Graphs with Bilinear InteractionsCode0
Fully Neural Network based Model for General Temporal Point ProcessesCode0
DADAO: Decoupled Accelerated Decentralized Asynchronous OptimizationCode0
Row-clustering of a Point Process-valued MatrixCode0
Coverage probability in wireless networks with determinantal schedulingCode0
Detecting discrete processes with the Epps effectCode0
Meta Temporal Point ProcessesCode0
A Review of Network Inference Techniques for Neural Activation Time SeriesCode0
Graph Convolutional Neural Networks with Diverse Negative Samples via Decomposed Determinant Point ProcessesCode0
Mitigating Performance Saturation in Neural Marked Point Processes: Architectures and Loss FunctionsCode0
Optimized Algorithms to Sample Determinantal Point ProcessesCode0
SimHawNet: A Modified Hawkes Process for Temporal Network SimulationCode0
A Mutually Exciting Latent Space Hawkes Process Model for Continuous-time NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeTPPT-mAP57.37—Unverified
2ODE-RNNT-mAP48.81—Unverified
3NHPT-mAP45.07—Unverified
4RMTPPT-mAP44.74—Unverified
5IFTPPT-mAP31.75—Unverified
6AttNHPT-mAP25.85—Unverified
#ModelMetricClaimedVerifiedStatus
1DeTPPT-mAP9.17—Unverified
2RMTPPT-mAP6.69—Unverified
3IFTPPT-mAP5.88—Unverified
4NHPT-mAP5.61—Unverified
5ODE-RNNT-mAP5.52—Unverified
#ModelMetricClaimedVerifiedStatus
1DeTPPT-mAP37.18—Unverified
2NHPT-mAP26.29—Unverified
3IFTPPT-mAP22.56—Unverified
4RMTPPT-mAP20.06—Unverified
#ModelMetricClaimedVerifiedStatus
1IFTPPOTD13.64—Unverified
2RMTPPOTD13.17—Unverified
3DeTPPOTD12.06—Unverified