Latest 15 Papers - August 15, 2024

[github-actions[bot]]

Please check the Github page for a better reading experience and more papers.

Time Series

Title	Date	Comment
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
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators	2024-08-13	Accep... Accepted to ICLR 2024. Code is at https://github.com/SJTU-DMTai/LIFT
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection	2024-08-13
Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach	2024-08-12
Neural Dynamical Operator: Continuous Spatial-Temporal Model with Gradient-Based and Derivative-Free Optimization Methods	2024-08-12
Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models	2024-08-12	Accep... Accepted to CIKM 2024 (10 pages, 9 figures, 9 tables)
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification	2024-08-12
cDVGAN: One Flexible Model for Multi-class Gravitational Wave Signal and Glitch Generation	2024-08-12	20 pa... 20 pages, 17 figures, 5 tables
Encoding Temporal Statistical-space Priors via Augmented Representation	2024-08-12	IJCAI... IJCAI 2024 STRL Workshop (Oral)
Unsupervised Anomaly Detection in Time-series: An Extensive Evaluation and Analysis of State-of-the-art Methods	2024-08-12	Accep... Accepted at Expert Systems with Applications journal
xLSTMTime : Long-term Time Series Forecasting With xLSTM	2024-08-12
Large language models can be zero-shot anomaly detectors for time series?	2024-08-12

Trajectory

Title	Date	Comment
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
Transfer Learning Study of Motion Transformer-based Trajectory Predictions	2024-08-07	Publi... Published in 2024 IEEE Intelligent Vehicles Symposium (IV), Jeju Shinhwa World, Jeju Island, Korea, June 2-5, 2024
EgoNav: Egocentric Scene-aware Human Trajectory Prediction	2024-08-07	13 pages, 9 figures

Graph Neural Networks

Title	Date	Comment
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
Interpretable Graph Neural Networks for Tabular Data	2024-08-13	Accep... Accepted at ECAI 2024
Convergence of Message Passing Graph Neural Networks with Generic Aggregation On Large Random Graphs	2024-08-13
Graph Neural Network Approach to Predict the Effects of Road Capacity Reduction Policies: A Case Study for Paris, France	2024-08-13
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models	2024-08-13
RW-NSGCN: A Robust Approach to Structural Attacks via Negative Sampling	2024-08-13
A Laplacian-based Quantum Graph Neural Network for Semi-Supervised Learning	2024-08-13
GraNNDis: Efficient Unified Distributed Training Framework for Deep GNNs on Large Clusters	2024-08-13
Enhancing Node Representations for Real-World Complex Networks with Topological Augmentation	2024-08-12	In 27... In 27th European Conference on Artificial Intelligence (ECAI 2024). 13 pages, 2 figures, 13 tables
From Graphs to Qubits: A Critical Review of Quantum Graph Neural Networks	2024-08-12	21 pa... 21 pages, 9 figures, 2 tables. arXiv admin note: text overlap with arXiv:1909.12264 by other authors
Decentralized Cooperation in Heterogeneous Multi-Agent Reinforcement Learning via Graph Neural Network-Based Intrinsic Motivation	2024-08-12	8 pages, 4 figures
Truck Parking Usage Prediction with Decomposed Graph Neural Networks	2024-08-12