Latest 15 Papers - August 21, 2024

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Time Series

Title	Date	Comment
Demystifying the Communication Characteristics for Distributed Transformer Models	2024-08-19
PLUTUS: A Well Pre-trained Large Unified Transformer can Unveil Financial Time Series Regularities	2024-08-19
Revisiting Day-ahead Electricity Price: Simple Model Save Millions	2024-08-19	13 pages
Unlocking the Power of LSTM for Long Term Time Series Forecasting	2024-08-19
sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting	2024-08-19
Partial-Multivariate Model for Forecasting	2024-08-19	25 pages
Deep Learning-based Machine Condition Diagnosis using Short-time Fourier Transformation Variants	2024-08-19	4 pag... 4 pages, 6 images, submitted to 2024 International Conference on Diagnostics in Electrical Engineering (Diagnostika)
Multiscale Representation Enhanced Temporal Flow Fusion Model for Long-Term Workload Forecasting	2024-08-19	Proce... Proceedings of the 33rd ACM International Conference on Information and Knowledge Management (CIKM '24), October 21--25, 2024, Boise, ID, USA
Exploring Wavelet Transformations for Deep Learning-based Machine Condition Diagnosis	2024-08-19	4 pag... 4 pages, 6 figures, submitted to 2024 International Conference on Diagnostics in Electrical Engineering (Diagnostika)
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis	2024-08-19	14 pages, 8 figs
C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting	2024-08-18
Markov modeling for a satellite tag data record of whale diving behavior	2024-08-18	23 pa... 23 pages, 7 figures, 1 table
Enhancing Startup Success Predictions in Venture Capital: A GraphRAG Augmented Multivariate Time Series Method	2024-08-18	arXiv... arXiv admin note: text overlap with arXiv:2312.13936, arXiv:2312.04876, arXiv:2402.11454 by other authors
Faster Parallel Triangular Maximally Filtered Graphs and Hierarchical Clustering	2024-08-18
Ridge detection for nonstationary multicomponent signals with time-varying wave-shape functions and its applications	2024-08-18

Trajectory

Title	Date	Comment
Perfectly Undetectable Reflection and Scaling False Data Injection Attacks via Affine Transformation on Mobile Robot Trajectory Tracking Control	2024-08-19	15 pa... 15 pages, 17 figures. Manuscript under review for publication
CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Driving	2024-08-19
TraDiffusion: Trajectory-Based Training-Free Image Generation	2024-08-19	The c... The code: https://github.com/och-mac/TraDiffusion
Quantifying Signal-to-Noise Ratio in Neural Latent Trajectories via Fisher Information	2024-08-16	This ... This article is accepted for publication in the 2024 European Signal Processing Conference (EUSIPCO)
COTODE: COntinuous Trajectory neural Ordinary Differential Equations for modelling event sequences	2024-08-15
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

Graph Neural Networks

Title	Date	Comment
Expressive Power of Temporal Message Passing	2024-08-19	18 pages
Dynamic Hypergraph-Enhanced Prediction of Sequential Medical Visits	2024-08-19
Community-Centric Graph Unlearning	2024-08-19
Heta: Distributed Training of Heterogeneous Graph Neural Networks	2024-08-19
Leveraging Invariant Principle for Heterophilic Graph Structure Distribution Shifts	2024-08-18	20 pages, 7 figures
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions	2024-08-18
PowerGraph: A power grid benchmark dataset for graph neural networks	2024-08-18	21 pa... 21 pages, 8 figures, conference paper
$\mathbb{BEHR}$NOULLI: A Binary EHR Data-Oriented Medication Recommendation System	2024-08-18
Federated Graph Learning with Structure Proxy Alignment	2024-08-18	Accepted by KDD 2024
Global Confidence Degree Based Graph Neural Network for Financial Fraud Detection	2024-08-18
GCondNet: A Novel Method for Improving Neural Networks on Small High-Dimensional Tabular Data	2024-08-17	Publi... Published in Transactions on Machine Learning Research (TMLR) 2024. Also accepted and selected for oral presentation at NeurIPS 2023 - Table Representation Learning Workshop
Scalable and Certifiable Graph Unlearning via Lazy Local Propagation	2024-08-17
SA-GDA: Spectral Augmentation for Graph Domain Adaptation	2024-08-17
Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs	2024-08-17	KDD 2024
Neighbor Overlay-Induced Graph Attention Network	2024-08-16