IJCAI : 1.14~2.15

ICML : 1.23~2.24

KDD : 2.3~2.17

CIKM : 5.15~5.26

NIPS : 5.18~6.5

ICDM : 6.5~6.17

WSDM : 7.17~8.16

AAAI : 9.5~9.15

ICLR : 9.25~10.27

WWW : 10.14~11.5

• Multivariable Time Series Forecasting
• Multivariable Probabilistic Time Series Forecasting
• Time Series Imputation
• Anomaly Detection
• On-Demand/Original-Destination Prediction
• Travel Time Estimation
• Traffic Location Prediction
• Traffic Accident Prediction
• Other Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:?
Traffic Speed	NAVER-Seoul METR-LA	PM-MemNet	Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting	Pytorch	ICLR 2022 / None But Top
Multivariable	PeMSD3 PeMSD4 PeMSD8 COVID-19,etc	TAMP-S2GCNets	TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting	Pytorch	ICLR 2022 / None But Top
Multivariable	ETT Electricity Weather	CoST	CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting	Pytorch	ICLR 2022 / None But Top
Multivariable	Electricity traffic M4 CASIO NP	DEPTS	DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting	Pytorch	ICLR 2022 / None But Top
Multivariable	ETT Electricity Wind App Flow	Pyraformer	Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting	Pytorch	ICLR 2022 / None But Top
Multivariable	ETT ECL M4 Air Quality Nasdaq	RevIN	Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift	Pytorch	ICLR 2022 / None But Top
Multivariable	Temperature Cloud cover Humidity Wind	CLCRN	Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Pytorch	AAAI 2022 / A
Traffic Flow	PeMSD3 PeMSD4 PeMSD7 PeMSD8 PeMSD7(M) PeMSD7(L)	STG-NCDE	Graph Neural Controlled Differential Equations for Traffic Forecasting	Pytorch	AAAI 2022 / A
Multivariable	GT-221 WRS-393 ZGC-564	STDEN	STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction	Pytorch	AAAI 2022 / A
Multivariable	Electricity traffic PeMSD7(M) METR-LA	CATN	CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting	None	AAAI 2022 / A
Multivariable	ETT Electricity	TS2Vec	TS2Vec: Towards Universal Representation of Time Series	Pytorch	AAAI 2022 / A
Traffic Flow	TaxiBJ BikeNYC	ST-GSP	ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction	Pytorch	WSDM 2022 / B
Traffic Speed	METR-LA PeMS-Bay Simulated	STNN	Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting	Pytorch	ICDM 2021 / B
Traffic Speed	DiDiChengdu DiDiXiAn	T-wave	Trajectory WaveNet: A Trajectory-Based Model for Traffic Forecasting	Pytorch	ICDM 2021 / B
Multivariable	Sanyo Hanergy Solar Electricity Exchange	SSDNet	SSDNet: State Space Decomposition Neural Network for Time Series Forecasting	Pytorch	ICDM 2021 / B
Traffic Volumn	Hangzhou City Jinan City	CTVI	Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference	Pytorch	ICDM 2021 / B
Traffic Volumn	Uber Movements Grab-Posisi	TEST-GCN	TEST-GCN: Topologically Enhanced Spatial-Temporal Graph Convolutional Networks for Traffic Forecasting	None	ICDM 2021 / B

Task	Data	Model	Paper	Code	Publication
Paper Nums:4
probability & Point & Others	UCI VOC electricity	AQF	Autoregressive Quantile Flows for Predictive Uncertainty Estimation	None	ICLR 2022 / None But Top
probability		EMF	Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling	Pytorch	ICLR 2022 / None But Top
probability	Bike Sharing UCI NYU Depth v2	NatPN	Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions	Pytorch	ICLR 2022 / None But Top
probability & Point	Sichuan Panama	PrEF	PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model	None	AAAI 2022 / A
probability & Point	Energy Wine Power MSD, etc	PGBM	Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression	Pytorch	KDD 2021 / A

Task	Data	Model	Paper	Code	Publication
Paper Nums: 12
Imputation	Air Quality METR-LA PeMS-Bay CER-E	GRIN	Filling the G_ap_s-Multivariate Time Series Imputation by Graph Neural Networks	Pytorch	ICLR 2022 / None But Top
Imputation	PhysioNet MIMIC-III Climate	HeTVAE	Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series	Pytorch	ICLR 2022 / None But Top
Imputation	MIMIC-III OPHTHALMIC MNIST Physionet	GIL	Gradient Importance Learning for Incomplete Observations	Tensorflow	ICLR 2022 / None But Top
Imputation	Chlorine level SML2010 Air Quality	D-NLMC	Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation	Matlab Author Github	AAAI 2022 / A
Imputation	COMPAS Adult HSLS	ME	Online Missing Value Imputation and Change Point Detection with the Gaussian Copula	gcimpute	AAAI 2022 / A
Imputation		Fair MIP Forest	Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values	None	AAAI 2022 / A
Imputation	Physionet MIMIC-III Human Activity	mTAND	Multi-Time Attention Networks for Irregularly Sampled Time Series	Pytorch	ICLR 2021 / None But Top
Imputation	METR-LA NREL USHCN SeData	IGNNK	Inductive Graph Neural Networks for Spatiotemporal Kriging	Pytorch	AAAI 2021 / A
Imputation	Activity PhysioNet Air Quality	SSGAN	Generative Semi-supervised Learning for Multivariate Time Series Imputation	Pytorch	AAAI 2021 / A
Imputation	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Pytorch	NIPS 2021 / A
Imputation & Prediction	VevoMusic WikiTraffic Los-Loop SZ-Taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Pytorch	WWW 2021 / A
Imputation	PhysioNet Air Quality Gas Sensor	STING	STING: Self-attention based Time-series Imputation Networks using GAN	None	ICDM 2021 / B

Task	Data	Model	Paper	Code	Publication
Paper Nums: 6
Supply & Demand	JONAS-NYC JONAS-DC COVID-CHI COVID-US	EAST-Net	Event-Aware Multimodal Mobility Nowcasting	Pytorch	AAAI 2022 / A
Health Demand	Family Van	framework	Using Public Data to Predict Demand for Mobile Health Clinics	None	AAAI 2022 / A
Traffic Demand	NYC Bike NYC Taxi	CCRNN	Coupled Layer-wise Graph Convolution for Transportation Demand Prediction	Pytorch	AAAI 2021 / A
Traffic Demand	Beijing Shanghai	Ada-MSTNet	Community-Aware Multi-Task Transportation Demand Prediction	None	AAAI 2021 / A
Job Demand	Online	TDAN	Talent Demand Forecasting with Attentive Neural Sequential Model	None	KDD 2021 / A
Ambulance Demand	Tokyo	EMS-Pred	Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks	Pytorch	ICDE 2021 / A

Task	Data	Model	Paper	Code	Publication
Paper Nums:12
Density Estimation & Anomaly Detection	PMU-B PMU-C SWaT METR-LA	GANF	Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series	Pytorch	ICLR 2022 / None But Top
Anomaly Detection	SMD PSM MSL&SMAP SWaT NeurIPS-TS	Anomaly Transformer	Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy	Pytorch	ICLR 2022 / None But Top
Anomaly Detection			Anomaly Detection for Tabular Data with Internal Contrastive Learning	None	ICLR 2022 / None But Top
Anomaly Detection		AnomalyKiTS	AnomalyKiTS-Anomaly Detection Toolkit for Time Series	None	AAAI 2022 / A
Anomaly Detection	SWaT WADI MSL SMAP SMD	PA	Towards a Rigorous Evaluation of Time-Series Anomaly Detection	None	AAAI 2022 / A
Anomaly Detection	SWaT WADI SMD ASD	InterFusion	Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding	Tensorflow	KDD 2021 / A
Anomaly Detection	SMD SWaT PSM BKPI	RANSynCoders	Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization	Tensorflow	KDD 2021 / A
Anomaly Detection	PUMP WADI SWaT	NSIBF	Time Series Anomaly Detection for Cyber-physical Systems via Neural System Identification and Bayesian Filtering	Tensorflow	KDD 2021 / A
Anomaly Detection	SWaT WADI	GDN	Graph Neural Network-Based Anomaly Detection in Multivariate Time Series	Pytorch	AAAI 2021 / A
Anomaly Detection	NYC	CHAT	Cross-interaction hierarchical attention networks for urban anomaly prediction	Pytorch	IJCAI 2020 / A
Anomaly Detection	MORE	MORE	https://github.com/ZIYU-DEEP/IJCAI-Paper-List-of-Anomaly-Detection	MORE	IJCAI / A
Anomaly Detection	MORE	MORE	https://github.com/drzhang3/DeepTimeSeriesModel	MORE	MORE / A

Task	Data	Model	Paper	Code	Publication
Paper Nums:6
TTE	Taiyuan Huizhou Hefei	SSML	SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps	Paddle	KDD 2021 / A
TTE	Shenyang	HetETA	HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival	Tensorflow	KDD 2020 / A
TTE	Beijing Suzhou Shenyang	CompactETA	CompactETA: A Fast Inference System for Travel Time Prediction	None	KDD 2020 / A
TTE	Beijing Shanghai	TTPNet	TTPNet: A Neural Network for Travel Time Prediction Based on Tensor Decomposition and Graph Embedding	Pytorch	TKDE 2020 / A
TTE	Porto Chengdu	DeepIST	DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation	Tensorflow	CIKM 2019 / B
TTE	Chengdu Beijing	DeepTTE	When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks	Pytorch	AAAI 2018 / A

Task	Data	Model	Paper	Code	Publication
Paper Nums:6
Location	ETH+UCY SDD nuScenes SportVU		You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction	None	AAAI 2022 / A
Location	Gowalla Foursquare WiFi-Trace	GCDAN	Predicting Human Mobility via Graph Convolutional Dual-attentive Networks	Pytorch	WSDM 2022 / B
Location	MI SIP	CMT-Net	CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction	None	WSDM 2022 / B
Location	ETH HODEL UNIV ZARA1 ZARA2	CARPe	CARPe Posterum: A Convolutional Approach for Real-Time Pedestrian Path Prediction	Pytorch	AAAI 2021 / A
Location	ETH HODEL UNIV ZARA1 ZARA2	DMRGCN	Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction	Pytorch	AAAI 2021 / A
Location	MORE	MORE	https://github.com/Pursueee/Trajectory-Paper-Collation	Pytorch	MORE / A

Task	Data	Model	Paper	Code	Publication
Paper Nums:5
Accident	PeMS	AGWN	Early Forecast of Traffc Accident Impact Based on a Single-Snapshot Observation (Student Abstract)	Pytorch	AAAI 2022 / A
Accident	NYC Chicago	GSNet	GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting	Pytorch	AAAI 2021 / A
Accident	Beijing Suzhou Shenyang	RiskOracle	RiskOracle: A Minute-Level Citywide Traffic Accident Forecasting Framework	Tensorflow	AAAI 2020 / A
Accident	NYC SIP	RiskSeq	Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective	None	AAAI 2020 / A
Accident		Hetero-ConvLSTM	Hetero-ConvLSTM: A Deep Learning Approach to Traffic Accident Prediction on Heterogeneous Spatio-Temporal Data	None	KDD 2018 / A

Task	Data	Model	Paper	Code	Publication
Paper Nums:7
Crop Yield	American Crop	GNN-RNN	A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction	None	AAAI 2022 / A
Epidemic	Globe US-State US-County	CausalGNN	CausalGNN: Causal-based Graph Neural Networks for Spatio-Temporal	Future	AAAI 2022 / A
Career Trajectory	Company Position	TACTP	Variable Interval Time Sequence Modeling for Career Trajectory Prediction: Deep Collaborative Perspective	None	WWW 2021 / A
Health	NASH AD	ST-SHN	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Pytorch	KDD 2021 / A
Crime	NYC Chicago	ST-SHN	Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning	Pytorch	IJCAI 2021 / A
Parking	Beijing Shanghai	SHARE	Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction	Pytorch	AAAI 2020 / A
Parking	Ningbo Changsha	PewLSTM	PewLSTM: Periodic LSTM with Weather-Aware Gating Mechanism for Parking Behavior Prediction	Pytorch	IJCAI 2020 / A

Pytorch

❗ 建议使用 dblp 和 Aminer查询

❗ It is highly recommended to utilize the dblp and Aminer(in Chinese) to search.

会议之眼 https://www.conferenceeye.cn/#/layout/home

Call4Papers http://123.57.137.208/ccf/ccf-8.jsp

Conference List http://www.conferencelist.info/upcoming.html

• AAAI (to 2022)
• IJCAI (to 2021)
• KDD (to 2021)
• WWW (to 2022)
• ICLR (to 2022)
• ICML (to 2021)
• NeurIPS (to 2021)
• CIKM (to 2021)
• WSDM (to 2022)

Format : https://www.kdd.org/kdd20xx/accepted-papers

TheWebConf

FInding it on openreview:

Homepage https://openreview.net/group?id=ICLR.cc

Homepage https://icml.cc

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