Latest 15 Papers - July 17, 2024

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Time Series

Title	Date	Comment
Hidden Markov models with an unknown number of states and a repulsive prior on the state parameters	2024-07-15
Topo4D: Topology-Preserving Gaussian Splatting for High-Fidelity 4D Head Capture	2024-07-15
MSegRNN:Enhanced SegRNN Model with Mamba for Long-Term Time Series Forecasting	2024-07-15
On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers	2024-07-15	12 pages, 9 figures
Inference at the data's edge: Gaussian processes for modeling and inference under model-dependency, poor overlap, and extrapolation	2024-07-15	Draft manuscript
TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing	2024-07-15
Omni-Dimensional Frequency Learner for General Time Series Analysis	2024-07-15
Adaptive Matrix Change Point Detection: Leveraging Structured Mean Shifts	2024-07-15
Two-way Threshold Matrix Autoregression	2024-07-14
Theory and inference for multivariate autoregressive binary models with an application to absence-presence data in ecology	2024-07-14
xLSTMTime : Long-term Time Series Forecasting With xLSTM	2024-07-14
TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting	2024-07-14
Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective	2024-07-14
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting	2024-07-14	arXiv... arXiv admin note: text overlap with arXiv:2402.11463
Harnessing Feature Clustering For Enhanced Anomaly Detection With Variational Autoencoder And Dynamic Threshold	2024-07-14	This ... This work was presented at the 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024, 07-12 July 2024, Athens, Greece

Trajectory

Title	Date	Comment
Trajectory Tracking for Unmanned Aerial Vehicles in 3D Spaces under Motion Constraints	2024-07-15
Ada-NAV: Adaptive Trajectory Length-Based Sample Efficient Policy Learning for Robotic Navigation	2024-07-14	11 pa... 11 pages, 9 figures, 2 tables
Boosting Transferability in Vision-Language Attacks via Diversification along the Intersection Region of Adversarial Trajectory	2024-07-14	ECCV2... ECCV2024. Code is available at https://github.com/SensenGao/VLPTransferAttack
Reinforcement Learning in a Safety-Embedded MDP with Trajectory Optimization	2024-07-14
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks	2024-07-13
Generating 6-D Trajectories for Omnidirectional Multirotor Aerial Vehicles in Cluttered Environments	2024-07-13	This ... This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible. arXiv admin note: text overlap with arXiv:2209.06764
Physics-Informed Learning of Characteristic Trajectories for Smoke Reconstruction	2024-07-12	SIGGR... SIGGRAPH 2024 (conference track), Project Website: \url{https://19reborn.github.io/PICT_Smoke.github.io/}
Towards Personalised Patient Risk Prediction Using Temporal Hospital Data Trajectories	2024-07-12
FedVAE: Trajectory privacy preserving based on Federated Variational AutoEncoder	2024-07-12	2023 ... 2023 IEEE 98th Vehicular Technology Conference
Any-point Trajectory Modeling for Policy Learning	2024-07-12	18 pages, 15 figures
Fast and Accurate Multi-Agent Trajectory Prediction For Crowded Unknown Scenes	2024-07-12
ImageFlowNet: Forecasting Multiscale Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images	2024-07-12	Fixed... Fixed some typos. Merged multibib
Adaptive Human Trajectory Prediction via Latent Corridors	2024-07-12	Accep... Accepted to ECCV 2024. Project website can be found at https://neerja.me/atp_latent_corridors/
Using iterated local alignment to aggregate trajectory data into a traffic flow map	2024-07-11
Multi-Path Long-Term Vessel Trajectories Forecasting with Probabilistic Feature Fusion for Problem Shifting	2024-07-10

Graph Neural Networks

Title	Date	Comment
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks	2024-07-15
Rotationally Invariant Latent Distances for Uncertainty Estimation of Relaxed Energy Predictions by Graph Neural Network Potentials	2024-07-15
Graph Neural Networks for Vulnerability Detection: A Counterfactual Explanation	2024-07-15	This ... This paper was accepted in the proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA 2024)
Probability Passing for Graph Neural Networks: Graph Structure and Representations Joint Learning	2024-07-15
Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs	2024-07-15
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation	2024-07-15	Accep... Accepted in the 23rd International Semantic Web Conference (ISWC 2024)
Logical Distillation of Graph Neural Networks	2024-07-14	Fixed... Fixed errors in the statement of Theorem 1
Toward Explainable Reasoning in 6G: A Proof of Concept Study on Radio Resource Allocation	2024-07-14	21 pa... 21 pages, 11 Figures, 5 Tables
Warming Up Cold-Start CTR Prediction by Learning Item-Specific Feature Interactions	2024-07-14	KDD 2024
Learning Multiplex Representations on Text-Attributed Graphs with One Language Model Encoder	2024-07-13	9 pag... 9 pages, 11 appendix pages
Injecting Hierarchical Biological Priors into Graph Neural Networks for Flow Cytometry Prediction	2024-07-13	14 pa... 14 pages, ICML Conference Workshop 2024. arXiv admin note: text overlap with arXiv:2402.18610
Biased Backpressure Routing Using Link Features and Graph Neural Networks	2024-07-13	14 pa... 14 pages, 15 figures, submitted to IEEE Transactions on Machine Learning in Communications and Networking. arXiv admin note: text overlap with arXiv:2310.04364, arXiv:2211.10748
The Heterophilic Graph Learning Handbook: Benchmarks, Models, Theoretical Analysis, Applications and Challenges	2024-07-12	Sugge... Suggestions and comments are welcomed at sitao.luan@mail.mcgill.ca!
The $μ\mathcal{G}$ Language for Programming Graph Neural Networks	2024-07-12
A Perspective on Foundation Models for the Electric Power Grid	2024-07-12	Lead ... Lead contact: H.F.H.; 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