Latest 15 Papers - July 18, 2024

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Time Series

Title	Date	Comment
On the optimal prediction of extreme events in heavy-tailed time series with applications to solar flare forecasting	2024-07-16	57 pages, 5 figures
Variance Norms for Kernelized Anomaly Detection	2024-07-16
User Behavior Analysis and Clustering in Peace Elite: Insights and Recommendations	2024-07-16
Neural Compression of Atmospheric States	2024-07-16	44 pages, 25 figures
Dynamic Dimension Wrapping (DDW) Algorithm: A Novel Approach for Efficient Cross-Dimensional Search in Dynamic Multidimensional Spaces	2024-07-16
Learning Global and Local Features of Power Load Series Through Transformer and 2D-CNN: An image-based Multi-step Forecasting Approach Incorporating Phase Space Reconstruction	2024-07-16
Diff-MTS: Temporal-Augmented Conditional Diffusion-based AIGC for Industrial Time Series Towards the Large Model Era	2024-07-16	11 pa... 11 pages,4 figures. This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models	2024-07-16	17 pa... 17 pages, 4 figures.This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible
XTraffic: A Dataset Where Traffic Meets Incidents with Explainability and More	2024-07-16
Self Attention with Temporal Prior: Can We Learn More from Arrow of Time?	2024-07-16
Impacts of Climate Change on Mortality: An extrapolation of temperature effects based on time series data in France	2024-07-16
Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis	2024-07-16	Accep... Accepted at Machine Learning for Healthcare 2024. arXiv admin note: substantial text overlap with arXiv:2311.08149
Bayesian Online Multiple Testing: A Resource Allocation Approach	2024-07-16
Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks	2024-07-15
Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting	2024-07-15

Trajectory

Title	Date	Comment
Trajectory and Power Optimization for Multi-UAV Enabled Emergency Wireless Communications Networks	2024-07-16	6 pages, 3 figures
Progressive Pretext Task Learning for Human Trajectory Prediction	2024-07-16	Accep... Accepted to ECCV 2024
SciConNav: Knowledge navigation through contextual learning of extensive scientific research trajectories	2024-07-16	21pag... 21pages, 13 figures, 6 tables
PRET: Planning with Directed Fidelity Trajectory for Vision and Language Navigation	2024-07-16
Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis	2024-07-16	Accep... Accepted at Machine Learning for Healthcare 2024. arXiv admin note: substantial text overlap with arXiv:2311.08149
RetailOpt: Opt-In, Easy-to-Deploy Trajectory Estimation from Smartphone Motion Data and Retail Facility Information	2024-07-16
Trajectory Tracking for Unmanned Aerial Vehicles in 3D Spaces under Motion Constraints	2024-07-15
Ada-NAV: Adaptive Trajectory Length-Based Sample Efficient Policy Learning for Robotic Navigation	2024-07-14	11 pa... 11 pages, 9 figures, 2 tables
Boosting Transferability in Vision-Language Attacks via Diversification along the Intersection Region of Adversarial Trajectory	2024-07-14	ECCV2... ECCV2024. Code is available at https://github.com/SensenGao/VLPTransferAttack
Reinforcement Learning in a Safety-Embedded MDP with Trajectory Optimization	2024-07-14
A Survey of Distance-Based Vessel Trajectory Clustering: Data Pre-processing, Methodologies, Applications, and Experimental Evaluation	2024-07-13
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks	2024-07-13
Generating 6-D Trajectories for Omnidirectional Multirotor Aerial Vehicles in Cluttered Environments	2024-07-13	This ... This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible. arXiv admin note: text overlap with arXiv:2209.06764
Physics-Informed Learning of Characteristic Trajectories for Smoke Reconstruction	2024-07-12	SIGGR... SIGGRAPH 2024 (conference track), Project Website: \url{https://19reborn.github.io/PICT_Smoke.github.io/}
Towards Personalised Patient Risk Prediction Using Temporal Hospital Data Trajectories	2024-07-12

Graph Neural Networks

Title	Date	Comment
Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach	2024-07-16
GraphFM: A Scalable Framework for Multi-Graph Pretraining	2024-07-16
Characterizing and Understanding HGNN Training on GPUs	2024-07-16	23 pa... 23 pages, 14 figures, submitted to ACM TACO
Relaxing Graph Transformers for Adversarial Attacks	2024-07-16
Rethinking Fair Graph Neural Networks from Re-balancing	2024-07-16	Accep... Accepted by SIGKDD 2024, research track
Graph Dimension Attention Networks for Enterprise Credit Assessment	2024-07-16
HyperAggregation: Aggregating over Graph Edges with Hypernetworks	2024-07-16	Accep... Accepted at IJCNN 2024
SparseRadNet: Sparse Perception Neural Network on Subsampled Radar Data	2024-07-16	18 pa... 18 pages, 4 figures, 5 tables, with supplement
AU-vMAE: Knowledge-Guide Action Units Detection via Video Masked Autoencoder	2024-07-16
Improved particle-flow event reconstruction with scalable neural networks for current and future particle detectors	2024-07-16	21 pages, 10 figures
Accounting for Work Zone Disruptions in Traffic Flow Forecasting	2024-07-16	Traff... Traffic speed prediction, graph neural network, spatio-temporal correlation, hypergraph, work zone, maintenance downtime. arXiv admin note: text overlap with arXiv:2110.01535
Graph Structure Prompt Learning: A Novel Methodology to Improve Performance of Graph Neural Networks	2024-07-16
SES: Bridging the Gap Between Explainability and Prediction of Graph Neural Networks	2024-07-16	20pages,8pages
ApproxPilot: A GNN-based Accelerator Approximation Framework	2024-07-16
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks	2024-07-15