Latest 15 Papers - August 08, 2024

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Time Series

Title	Date	Comment
Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer	2024-08-06
Hybrid Smoothing for Anomaly Detection in Time Series	2024-08-06	32 pa... 32 pages, 17 figures, 2 table
Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNs	2024-08-06
Gaussian Approximation For Non-stationary Time Series with Optimal Rate and Explicit Construction	2024-08-06
Probabilistic Forecasting with Coherent Aggregation	2024-08-05	10 pa... 10 pages of main text. Updated method and results
Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification	2024-08-05	7 pages, 4 figures
On the Impact of High-Order Harmonic Generation in Electrical Distribution Systems	2024-08-05	accep... accepted for presentation at the 2024 IEEE Energy Conversion Conference and Expo (ECCE)
Deciphering Air Travel Disruptions: A Machine Learning Approach	2024-08-05	10 pa... 10 pages, 11 figures, 6 tables
Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis	2024-08-05	To be... To be published in European Conference on Machine Learning and Data Mining 2024, 20 pages, 7 figures, 2 tables
Time-series imputation using low-rank matrix completion	2024-08-05	12 pages, 6 figures
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms	2024-08-05	Publi... Published in Robotics and Computer-Integrated Manufacturing journal
Unified Principal Components Analysis of Irregularly Observed Functional Time Series	2024-08-05
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting	2024-08-05
SeqLink: A Robust Neural-ODE Architecture for Modelling Partially Observed Time Series	2024-08-05
The projected dynamic linear model for time series on the sphere	2024-08-04	28 pages, 8 figures

Trajectory

Title	Date	Comment
Stochastic Trajectory Optimization for Demonstration Imitation	2024-08-06
Adaptive-Sliding Mode Trajectory Control of Robot Manipulators with Uncertainties	2024-08-06
A Holistic Optimization Framework for Energy Efficient UAV-assisted Fog Computing: Attitude Control, Trajectory Planning and Task Assignment	2024-08-05	14 pages, 10 figures
TGS: Trajectory Generation and Selection using Vision Language Models in Mapless Outdoor Environments	2024-08-05
Real-time Trajectory Optimization of Impaired Aircraft based on Steady State Manoeuvres	2024-08-05	56 pa... 56 pages, 21 figures, 2 tables
LC-LLM: Explainable Lane-Change Intention and Trajectory Predictions with Large Language Models	2024-08-05	12 pages, 9 figures
Individualized multi-horizon MRI trajectory prediction for Alzheimer's Disease	2024-08-04	MICCA... MICCAI 2024 LDTM workshop
Service Placement and Trajectory Design for Heterogeneous Tasks in Multi-UAV Cooperative Computing Networks	2024-08-03	11 pages, 10 figures
Incorporating Control Inputs in the Estimation of Continuous Mobile Robot Trajectories and Continuum Robot Shapes	2024-08-02	8 pag... 8 pages, 5 figures, submitted to IEEE Robotics and Automation Letters
MSMA: Multi-agent Trajectory Prediction in Connected and Autonomous Vehicle Environment with Multi-source Data Integration	2024-08-02
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative Driving	2024-08-02
Rule-Based Error Detection and Correction to Operationalize Movement Trajectory Classification	2024-08-02
Optimizing Diffusion Models for Joint Trajectory Prediction and Controllable Generation	2024-08-01	30 pa... 30 pages, 20 figures, Accepted to ECCV 2024
Analysis of Functional Insufficiencies and Triggering Conditions to Improve the SOTIF of an MPC-based Trajectory Planner	2024-08-01	Extended Version
Discovering Car-following Dynamics from Trajectory Data through Deep Learning	2024-08-01

Graph Neural Networks

Title	Date	Comment
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning	2024-08-06
CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs	2024-08-06
SIGMA: Similarity-based Efficient Global Aggregation for Heterophilous Graph Neural Networks	2024-08-06
SETN: Stock Embedding Enhanced with Textual and Network Information	2024-08-06
Local Differential Privacy in Graph Neural Networks: a Reconstruction Approach	2024-08-05	2024 ... 2024 SIAM International Conference on Data Mining
Review of coreference resolution in English and Persian	2024-08-05	44 pa... 44 pages, 8 figures, 4 tables
Algorithm-Informed Graph Neural Networks for Leakage Detection and Localization in Water Distribution Networks	2024-08-05
Scalable Expressiveness through Preprocessed Graph Perturbations	2024-08-05	14 pages, 3 figures
Bridging Smoothness and Approximation: Theoretical Insights into Over-Smoothing in Graph Neural Networks	2024-08-05
Understanding Deep Learning via Notions of Rank	2024-08-04	PhD thesis
Optimal and efficient text counterfactuals using Graph Neural Networks	2024-08-04
Top K Enhanced Reinforcement Learning Attacks on Heterogeneous Graph Node Classification	2024-08-04
Bilateral Trade Flow Prediction by Gravity-informed Graph Auto-encoder	2024-08-04
A Comprehensive Survey on GNN Characterization	2024-08-04
Non-convolutional Graph Neural Networks	2024-08-04