Point Processes

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–350 of 541 papers

Title	Date	Tasks	Status	Hype
Prediction with Spatio-temporal Point Processes with Self Organizing Decision Trees	Mar 7, 2020	Point ProcessesTime Series	—Unverified	0
Dropout Strikes Back: Improved Uncertainty Estimation via Diversity Sampling	Mar 6, 2020	DiversityPoint Processes	CodeCode Available	0
Learning Multivariate Hawkes Processes at Scale	Feb 28, 2020	Point Processes	—Unverified	0
PaDGAN: A Generative Adversarial Network for Performance Augmented Diverse Designs	Feb 26, 2020	Design SynthesisDiversity	CodeCode Available	1
Kernel interpolation with continuous volume sampling	Feb 22, 2020	Density EstimationPoint Processes	—Unverified	0
Transformer Hawkes Process	Feb 21, 2020	Computational EfficiencyPoint Processes	CodeCode Available	1
Deep Sigma Point Processes	Feb 21, 2020	Gaussian ProcessesPoint Processes	—Unverified	0
Diversity sampling is an implicit regularization for kernel methods	Feb 20, 2020	DiversityPoint Processes	—Unverified	0
Deep Fourier Kernel for Self-Attentive Point Processes	Feb 17, 2020	Deep AttentionPoint Processes	—Unverified	0
Regularized Submodular Maximization at Scale	Feb 10, 2020	Data SummarizationDiversity	—Unverified	0
Effective Diversity in Population Based Reinforcement Learning	Feb 3, 2020	DiversityPoint Processes	CodeCode Available	1
Marked point processes and intensity ratios for limit order book modeling	Jan 23, 2020	ClusteringModel Selection	—Unverified	0
Breaking hypothesis testing for failure rates	Jan 13, 2020	Point ProcessesTwo-sample testing	CodeCode Available	0
Temporal Logic Point Processes	Jan 1, 2020	Point Processes	—Unverified	0
Self-Modulating Nonparametric Event-Tensor Factorization	Jan 1, 2020	Point ProcessesStochastic Optimization	—Unverified	0
On the (In)tractability of Computing Normalizing Constants for the Product of Determinantal Point Processes	Jan 1, 2020	Open-Ended Question AnsweringPoint Processes	—Unverified	0
Event Outlier Detection in Continuous Time	Dec 19, 2019	Outlier DetectionPoint Processes	CodeCode Available	0
Adaptive Granularity in Tensors: A Quest for Interpretable Structure	Dec 19, 2019	Point ProcessesTensor Decomposition	—Unverified	0
Recurrent Point Processes for Dynamic Review Models	Dec 9, 2019	Point ProcessesRecommendation Systems	—Unverified	0
MedGraph: Structural and Temporal Representation Learning of Electronic Medical Records	Dec 8, 2019	AttributePoint Processes	CodeCode Available	0
On two ways to use determinantal point processes for Monte Carlo integration	Dec 1, 2019	Numerical IntegrationPoint Processes	—Unverified	0
Thinning for Accelerating the Learning of Point Processes	Dec 1, 2019	Point ProcessesStochastic Optimization	—Unverified	0
Mutually Regressive Point Processes	Dec 1, 2019	Bayesian InferencePoint Processes	CodeCode Available	0
Learning Positive Functions with Pseudo Mirror Descent	Dec 1, 2019	Computational EfficiencyPoint Processes	—Unverified	0
Nonparametric Regressive Point Processes Based on Conditional Gaussian Processes	Dec 1, 2019	Gaussian ProcessesPoint Processes	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeTPP	T-mAP	57.37	—	Unverified
2	ODE-RNN	T-mAP	48.81	—	Unverified
3	NHP	T-mAP	45.07	—	Unverified
4	RMTPP	T-mAP	44.74	—	Unverified
5	IFTPP	T-mAP	31.75	—	Unverified
6	AttNHP	T-mAP	25.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeTPP	T-mAP	9.17	—	Unverified
2	RMTPP	T-mAP	6.69	—	Unverified
3	IFTPP	T-mAP	5.88	—	Unverified
4	NHP	T-mAP	5.61	—	Unverified
5	ODE-RNN	T-mAP	5.52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeTPP	T-mAP	37.18	—	Unverified
2	NHP	T-mAP	26.29	—	Unverified
3	IFTPP	T-mAP	22.56	—	Unverified
4	RMTPP	T-mAP	20.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IFTPP	OTD	13.64	—	Unverified
2	RMTPP	OTD	13.17	—	Unverified
3	DeTPP	OTD	12.06	—	Unverified