Latest 15 Papers - August 16, 2024

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Time Series

Title	Date	Comment
Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources	2024-08-14	39 pa... 39 pages, 4 figures, 1 table, Accepted to Environmental Data Science
Likelihood Based Inference for ARMA Models	2024-08-14	The d... The developmental version of the R package used in this paper is available at the following GitHub repository: git@github.com:jeswheel/arima2.git
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation	2024-08-14
Limit Theorems for Weakly Dependent Non-stationary Random Field Arrays and Asymptotic Inference of Dynamic Spatio-temporal Models	2024-08-14
Modeling of Measurement Error in Financial Returns Data	2024-08-14
ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting	2024-08-14
Graph Neural Networks in EEG-based Emotion Recognition: A Survey	2024-08-14
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis	2024-08-14	14 pages, 8 figs
LiPCoT: Linear Predictive Coding based Tokenizer for Self-supervised Learning of Time Series Data via Language Models	2024-08-14	17 pages, 5 figures
Universality of periodic points in bounded discrete time series	2024-08-14
Time series forecasting with high stakes: A field study of the air cargo industry	2024-08-13	The 1... The 10th Mining and Learning from Time Series Workshop: From Classical Methods to LLMs. SIGKDD, Barcelona, Spain, 6 page
Correctness Comparison of ChatGPT-4, Gemini, Claude-3, and Copilot for Spatial Tasks	2024-08-13	Publi... Published in Transactions in GIS
Interpretable Pre-Trained Transformers for Heart Time-Series Data	2024-08-13	14 pages, 5 figures
Estimating Breakpoints between Climate States in Paleoclimate Data	2024-08-13	Autho... Authors in alphabetical order
Leveraging Priors via Diffusion Bridge for Time Series Generation	2024-08-13

Trajectory

Title	Date	Comment
Exact Trajectory Similarity Search With N-tree: An Efficient Metric Index for kNN and Range Queries	2024-08-14	54 pages, 26 figures
Harmonious Group Choreography with Trajectory-Controllable Diffusion	2024-08-14
RALTPER: A Risk-Aware Local Trajectory Planner for Complex Environment with Gaussian Uncertainty	2024-08-11
Trajectory Planning for Teleoperated Space Manipulators Using Deep Reinforcement Learning	2024-08-10
Nonlinear Propagation of Non-Gaussian Uncertainties: Theory and Applications to Spacecraft Trajectory Design	2024-08-09
Optimal Distributed Multi-Robot Communication-Aware Trajectory Planning using Alternating Direction Method of Multipliers	2024-08-09
TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories	2024-08-09
PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba	2024-08-09
Simulating Articulatory Trajectories with Phonological Feature Interpolation	2024-08-08	accep... accepted at Interspeech 2024
Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis	2024-08-08	Accep... Accepted at Machine Learning for Healthcare 2024. arXiv admin note: substantial text overlap with arXiv:2311.08149
Grasping Trajectory Optimization with Point Clouds	2024-08-07	Publi... Published in IROS 2024
UniTraj: A Unified Framework for Scalable Vehicle Trajectory Prediction	2024-08-07	Accep... Accepted in ECCV 2024
Sampling for Model Predictive Trajectory Planning in Autonomous Driving using Normalizing Flows	2024-08-07	Accep... Accepted to be published as part of the 2024 IEEE Intelligent Vehicles Symposium (IV), Jeju Shinhwa World, Jeju Island, Korea, June 2-5, 2024
TGS: Trajectory Generation and Selection using Vision Language Models in Mapless Outdoor Environments	2024-08-07
Pose-Aware Self-Supervised Learning with Viewpoint Trajectory Regularization	2024-08-07	Accep... Accepted by ECCV 2024

Graph Neural Networks

Title	Date	Comment
Interpretable Graph Neural Networks for Heterogeneous Tabular Data	2024-08-14	Accep... Accepted at 27th International Conference on Discovery Science 2024
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning	2024-08-14
Multi-task Heterogeneous Graph Learning on Electronic Health Records	2024-08-14	Accep... Accepted by Neural Networks
ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks	2024-08-14
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective	2024-08-14	Accep... Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)
Graph Neural Networks in EEG-based Emotion Recognition: A Survey	2024-08-14
Towards Few-shot Self-explaining Graph Neural Networks	2024-08-14
RSEA-MVGNN: Multi-View Graph Neural Network with Reliable Structural Enhancement and Aggregation	2024-08-14
Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience	2024-08-14
Pan-cancer gene set discovery via scRNA-seq for optimal deep learning based downstream tasks	2024-08-13	16 pa... 16 pages, 3 figures, 1 tables, and 6 supplementary Table
Joint Graph Rewiring and Feature Denoising via Spectral Resonance	2024-08-13
The logic of rational graph neural networks	2024-08-13
SSHPool: The Separated Subgraph-based Hierarchical Pooling	2024-08-13
LLMs can Schedule	2024-08-13
FUGNN: Harmonizing Fairness and Utility in Graph Neural Networks	2024-08-13	Accep... Accepted in SIGKDD 2024