Latest 15 Papers - November 15, 2024

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Time Series

Title	Date	Comment
AstroM$^3$: A self-supervised multimodal model for astronomy	2024-11-13
Locally Private Sampling with Public Data	2024-11-13
Accelerating Quasi-Static Time Series Simulations with Foundation Models	2024-11-13	Equal... Equal contributors: A.P. and F.M.; Lead contact: A.P
Single-grasp deformable object discrimination: the effect of gripper morphology, sensing modalities, and action parameters	2024-11-13	13 pages, 8 figures
Quantifying Qualitative Insights: Leveraging LLMs to Market Predict	2024-11-13	7 pages, 4 figures
CLaSP: Learning Concepts for Time-Series Signals from Natural Language Supervision	2024-11-13
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective	2024-11-13	Accep... Accepted by NeurIPS 2024
Retrieval Augmented Time Series Forecasting	2024-11-12
SynapsNet: Enhancing Neuronal Population Dynamics Modeling via Learning Functional Connectivity	2024-11-12
The Power of Hard Attention Transformers on Data Sequences: A Formal Language Theoretic Perspective	2024-11-12
Convolutional and Deep Learning based techniques for Time Series Ordinal Classification	2024-11-12	13 pa... 13 pages, 9 figures, 2 tables
Towards Vision Mixture of Experts for Wildlife Monitoring on the Edge	2024-11-12
A dynamic latent space time series model to assess the spread of mumps in England	2024-11-12	28 pa... 28 pages, 20 figures, 5 tables
Testing LRD in the spectral domain for functional time series in manifolds	2024-11-12	No comments
Multimodal Clinical Reasoning through Knowledge-augmented Rationale Generation	2024-11-12	11 pages. 4 figures

Trajectory

Title	Date	Comment
Integrated Precoder and Trajectory Design for MIMO UAV-Assisted Relay System With Finite-Alphabet Inputs	2024-11-13
DiVR: incorporating context from diverse VR scenes for human trajectory prediction	2024-11-13
Efficient Trajectory Generation in 3D Environments with Multi-Level Map Construction	2024-11-13
In-Trajectory Inverse Reinforcement Learning: Learn Incrementally Before An Ongoing Trajectory Terminates	2024-11-12
UniTE: A Survey and Unified Pipeline for Pre-training Spatiotemporal Trajectory Embeddings	2024-11-12
Cross-Domain Transfer Learning using Attention Latent Features for Multi-Agent Trajectory Prediction	2024-11-12	Accep... Accepted at the IEEE International Conference on Systems, Man, and Cybernetics 2024
Tracing the Roots: Leveraging Temporal Dynamics in Diffusion Trajectories for Origin Attribution	2024-11-12
'Explaining RL Decisions with Trajectories': A Reproducibility Study	2024-11-11
Quadrotor Trajectory Tracking Using Linear and Nonlinear Model Predictive Control	2024-11-11	In Vi... In Vietnamese language, in the 25th National Conference on Electronics, Communications and Information Technology (REV-ECIT 2022), Hanoi, Vietnam
$\mathsf{QuITO}$ $\textsf{v.2}$: Trajectory Optimization with Uniform Error Guarantees under Path Constraints	2024-11-11	Submi... Submitted; 42 pages, comments are welcome
Time-delayed Dynamic Mode Decomposition for families of periodic trajectories in Cislunar Space	2024-11-10	arXiv... arXiv admin note: text overlap with arXiv:2401.13784
*[RRT Based Optimal Trajectory Generation with Linear Temporal Logic Specifications under Kinodynamic Constraints](http://arxiv.org/abs/2411.06219v1)**	2024-11-09
Online Omnidirectional Jumping Trajectory Planning for Quadrupedal Robots on Uneven Terrains	2024-11-09	Submitted to IJRR
TranSPORTmer: A Holistic Approach to Trajectory Understanding in Multi-Agent Sports	2024-11-09	Accep... Accepted to ACCV 2024
Energy-efficient Hybrid Model Predictive Trajectory Planning for Autonomous Electric Vehicles	2024-11-09	Accep... Accepted at the IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2024

Graph Neural Networks

Title	Date	Comment
Flow reconstruction in time-varying geometries using graph neural networks	2024-11-13
ScaleNet: Scale Invariance Learning in Directed Graphs	2024-11-13	Scale... Scale invariance in node classification is demonstrated and applied in graph transformation to develop ScaleNet, which achieves state-of-the-art performance on both homophilic and heterophilic directed graphs
Gaussian Mixture Models Based Augmentation Enhances GNN Generalization	2024-11-13
GeSubNet: Gene Interaction Inference for Disease Subtype Network Generation	2024-11-13	Under... Under review as a conference paper at ICLR 2025
Graph Neural Networks in Supply Chain Analytics and Optimization: Concepts, Perspectives, Dataset and Benchmarks	2024-11-13	27 Pa... 27 Pages. Extended journal version of SupplyGraph (arXiv:2401.15299). In Review
DM4Steal: Diffusion Model For Link Stealing Attack On Graph Neural Networks	2024-11-13	We fo... We found that there were critical problems in our paper, and we needed to redo the experiment, which was incomplete
A Heterogeneous Graph Neural Network Fusing Functional and Structural Connectivity for MCI Diagnosis	2024-11-13
Federated Graph Learning with Graphless Clients	2024-11-13	Accep... Accepted by Transactions on Machine Learning Research (TMLR)
Arrhythmia Classification Using Graph Neural Networks Based on Correlation Matrix	2024-11-13	Accep... Accepted for BIBM 2024 AIBH Workshop
General Geospatial Inference with a Population Dynamics Foundation Model	2024-11-13	28 pa... 28 pages, 16 figures, preprint; v2: updated github url
On the Utilization of Unique Node Identifiers in Graph Neural Networks	2024-11-12
Foundation Models for the Electric Power Grid	2024-11-12	Major... Major equal contributors: H.F.H., T.B., B.G., L.S.A.M., A.P., A.V., J.W.; Significant equal contributors: J.B., A.B.M., S.C., I.F., B.H., R.J., K.K., V.M., F.M., M.D.M., O.R., H.S., L.X., E.S.Y., A.Z.; Other equal contributors: A.J.B., R.J.B., B.P.B., J.S., S.S; Lead contact: H.F.H
A Manifold Perspective on the Statistical Generalization of Graph Neural Networks	2024-11-12	37 pa... 37 pages,25 figures, 10 tables
Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network	2024-11-12
Rethinking Structure Learning For Graph Neural Networks	2024-11-12