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Point Processes

Papers

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Showing 51–100 of 541 papers

TitleStatusHype
A Model-Free Method to Quantify Memory Utilization in Neural Point ProcessesCode0
DeTPP: Leveraging Object Detection for Robust Long-Horizon Event PredictionCode2
Spectrum Sharing Between Low Earth Orbit Satellite and Terrestrial Networks: A Stochastic Geometry Perspective Analysis—0
An Adaptive Importance Sampling for Locally Stable Point Processes—0
An unbounded intensity model for point processes—0
Stochastic Geometry Analysis of RIS-Assisted Cellular Networks with Reflective Intelligent Surfaces on Roads—0
A Family of Distributions of Random Subsets for Controlling Positive and Negative Dependence—0
Distributionally Robust Optimization as a Scalable Framework to Characterize Extreme Value Distributions—0
TransFeat-TPP: An Interpretable Deep Covariate Temporal Point Processes—0
Have ASkotch: A Neat Solution for Large-scale Kernel Ridge Regression—0
Mamba Hawkes Process—0
Exact Bayesian Gaussian Cox Processes Using Random IntegralCode0
Learning k-Determinantal Point Processes for Personalized Ranking—0
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting?Code2
Pareto Front-Diverse Batch Multi-Objective Bayesian OptimizationCode0
Neuro-Symbolic Temporal Point Processes—0
On Non-asymptotic Theory of Recurrent Neural Networks in Temporal Point Processes—0
Modeling Randomly Observed Spatiotemporal Dynamical Systems—0
System-2 Recommenders: Disentangling Utility and Engagement in Recommendation Systems via Temporal Point-Processes—0
Comparison of Point Process Learning and its special case Takacs-Fiksel estimation—0
A Theoretical Framework for an Efficient Normalizing Flow-Based Solution to the Electronic Schrodinger Equation—0
Naturally Private Recommendations with Determinantal Point Processes—0
RoTHP: Rotary Position Embedding-based Transformer Hawkes Process—0
Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems—0
PCA for Point ProcessesCode0
Performance Analysis for Downlink Transmission in Multi-Connectivity Cellular V2X Networks—0
A Deep Learning Method for Predicting Mergers and Acquisitions: Temporal Dynamic Industry Networks—0
Interpretable Neural Temporal Point Processes for Modelling Electronic Health Records—0
TransformerLSR: Attentive Joint Model of Longitudinal Data, Survival, and Recurrent Events with Concurrent Latent Structure—0
Modeling and Coverage Analysis of K-Tier Integrated Satellite-Terrestrial Downlink Networks—0
On the Efficient Marginalization of Probabilistic Sequence Models—0
Probabilistic Generating Circuits -- Demystified—0
Enhancing Jailbreak Attacks with Diversity Guidance—0
Point Processes and spatial statistics in time-frequency analysis—0
Analyzing Downlink Coverage in Clustered Low Earth Orbit Satellite Constellations: A Stochastic Geometry Approach—0
Batch Active Learning of Reward Functions from Human Preferences—0
Exact, Fast and Expressive Poisson Point Processes via Squared Neural FamiliesCode1
Selective linear segmentation for detecting relevant parameter changes—0
Diversity Measurement and Subset Selection for Instruction Tuning Datasets—0
Unveiling Latent Causal Rules: A Temporal Point Process Approach for Abnormal Event Explanation—0
XTSFormer: Cross-Temporal-Scale Transformer for Irregular-Time Event Prediction in Clinical ApplicationsCode0
Self-Supervised Contrastive Pre-Training for Multivariate Point Processes—0
Cumulative Distribution Function based General Temporal Point Processes—0
Meta-Learning for Neural Network-based Temporal Point Processes—0
Fast parallel sampling under isoperimetry—0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Predicting Future States with Spatial Point Processes in Single Molecule Resolution Spatial Transcriptomics—0
A Variational Autoencoder for Neural Temporal Point Processes with Dynamic Latent Graphs—0
Probabilistic Modeling for Sequences of Sets in Continuous-TimeCode0
Hawkes-based cryptocurrency forecasting via Limit Order Book data—0
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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