Latest 15 Papers - July 26, 2024

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Time Series

Title	Date	Comment
EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification	2024-07-24	5 pages, 5 figures
Channel-Aware Low-Rank Adaptation in Time Series Forecasting	2024-07-24	Accep... Accepted by CIKM 2024, short research paper track
Explainable Artificial Intelligence Techniques for Irregular Temporal Classification of Multidrug Resistance Acquisition in Intensive Care Unit Patients	2024-07-24
Contrastive Learning Is Not Optimal for Quasiperiodic Time Series	2024-07-24	Accep... Accepted to IJCAI 2024
Time Series Missing Imputation with Multivariate Radial Basis Function Neural Network	2024-07-24
Nonlinear Schrödinger Network	2024-07-24
Label-efficient Time Series Representation Learning: A Review	2024-07-24	Accep... Accepted in the IEEE Transactions on Artificial Intelligence (TAI) https://ieeexplore.ieee.org/document/10601520
TLRN: Temporal Latent Residual Networks For Large Deformation Image Registration	2024-07-24	10 pa... 10 pages. Accepted by MICCAI 2024
A Survey on Hypergraph Neural Networks: An In-Depth and Step-By-Step Guide	2024-07-24	To ap... To appear in KDD 2024 (survey paper)
A Library of Mirrors: Deep Neural Nets in Low Dimensions are Convex Lasso Models with Reflection Features	2024-07-24
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection	2024-07-23
Forecasting Automotive Supply Chain Disruption with Heterogeneous Time Series	2024-07-23
TimeInf: Time Series Data Contribution via Influence Functions	2024-07-23
Sortability of Time Series Data	2024-07-23	Contr... Contribution for the Causal Inference for Time Series Data Workshop at the 40th Conference on Uncertainty in Artificial Intelligence (CI4TS 2024)
Can time series forecasting be automated? A benchmark and analysis	2024-07-23

Trajectory

Title	Date	Comment
Sampling-Based Hierarchical Trajectory Planning for Formation Flight	2024-07-24
Exploring Commercial Vehicle Detouring Patterns through the Application of Probe Trajectory Data	2024-07-24	Prese... Presented at Transportation Research Board Annual Meeting 2024. Presentation number: TRBAM-24-02157
TLControl: Trajectory and Language Control for Human Motion Synthesis	2024-07-24
Reacting on human stubbornness in human-machine trajectory planning	2024-07-24
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory Prediction	2024-07-24
An open-source framework for data-driven trajectory extraction from AIS data -- the $α$-method	2024-07-24
Simultaneous Trajectory Optimization and Contact Selection for Contact-rich Manipulation with High-Fidelity Geometry	2024-07-24	arXiv... arXiv admin note: text overlap with arXiv:2306.06465
Synthetic Trajectory Generation Through Convolutional Neural Networks	2024-07-24	To ap... To appear in the proceedings of the 21st Annual International Conference on Privacy, Security & Trust (PST 2024)
Guaranteed Trajectory Tracking under Learned Dynamics with Contraction Metrics and Disturbance Estimation	2024-07-24	18 pages, 8 figures
MapsTP: HD Map Images Based Multimodal Trajectory Prediction for Automated Vehicles	2024-07-23
PateGail: A Privacy-Preserving Mobility Trajectory Generator with Imitation Learning	2024-07-23
Constrained Stein Variational Trajectory Optimization	2024-07-23	18 pa... 18 pages, 10 figures, 3 tables
Dynamic Factor Analysis with Dependent Gaussian Processes for High-Dimensional Gene Expression Trajectories	2024-07-22
MuTT: A Multimodal Trajectory Transformer for Robot Skills	2024-07-22
Paths of A Million People: Extracting Life Trajectories from Wikipedia	2024-07-21	Accep... Accepted to ICWSM 2025. 15 pages

Graph Neural Networks

Title	Date	Comment
Systematic Reasoning About Relational Domains With Graph Neural Networks	2024-07-24	10+16... 10+16 pages, 2+7 figures, 4+9 tables. Preprint under review. Comments welcome
Global and Local Confidence Based Fraud Detection Graph Neural Network	2024-07-24
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs	2024-07-24	10 pages
Graph Neural Networks: A suitable Alternative to MLPs in Latent 3D Medical Image Classification?	2024-07-24	Accep... Accepted at MICCAI 2024 - GRAIL Workshop
Efficient Tuning and Inference for Large Language Models on Textual Graphs	2024-07-24	Accep... Accepted by IJCAI2024
Heterophily-Aware Fair Recommendation using Graph Convolutional Networks	2024-07-24
Multimodal Detection of Bots on X (Twitter) using Transformers	2024-07-24	IEEE ... IEEE Transactions on Information Forensics and Security (Accepted)
Curriculum Negative Mining For Temporal Networks	2024-07-24
Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models	2024-07-24	Accep... Accepted by ACL(Findings) 2024
Symplectic Structure-Aware Hamiltonian (Graph) Embeddings	2024-07-23	A Note
Learning Networked Dynamical System Models with Weak Form and Graph Neural Networks	2024-07-23
Molecular Topological Profile (MOLTOP) -- Simple and Strong Baseline for Molecular Graph Classification	2024-07-23
Deep-Graph-Sprints: Accelerated Representation Learning in Continuous-Time Dynamic Graphs	2024-07-23
Graph Neural Networks for Learning Equivariant Representations of Neural Networks	2024-07-23	In IC... In ICLR 2024. Source code: https://github.com/mkofinas/neural-graphs
E-TSL: A Continuous Educational Turkish Sign Language Dataset with Baseline Methods	2024-07-23	7 pag... 7 pages, 3 figures, 4 tables