Latest 15 Papers - September 11, 2024

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Time Series

Title	Date	Comment
Deep Convolutional Autoencoder for Assessment of Drive-Cycle Anomalies in Connected Vehicle Sensor Data	2024-09-09	SSCI2... SSCI2022, 7 pages, 3 Tables, 3 Figures
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels	2024-09-09
AnomalyCD: A benchmark for Earth anomaly change detection with high-resolution and time-series observations	2024-09-09	remot... remote sensing benchmark
Self-convolved Bootstrap for M-regression under Complex Temporal Dynamics	2024-09-09
Bootstrapping Estimators based on the Block Maxima Method	2024-09-09	42 pages, 11 figures
Optimizing VarLiNGAM for Scalable and Efficient Time Series Causal Discovery	2024-09-09
Censored Data Forecasting: Applying Tobit Exponential Smoothing with Time Aggregation	2024-09-09	18 pa... 18 pages, 6 figures, 2 tables
GDFlow: Anomaly Detection with NCDE-based Normalizing Flow for Advanced Driver Assistance System	2024-09-09
Boosting Certificate Robustness for Time Series Classification with Efficient Self-Ensemble	2024-09-09	6 fig... 6 figures, 4 tables, 10 pages
TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare	2024-09-08	17 pages
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective	2024-09-08	Siggr... Siggraph Asia 2024 Art Paper
Online Graph Topology Learning from Matrix-valued Time Series	2024-09-08
Fractionally integrated curve time series with cointegration	2024-09-08
Path Development Network with Finite-dimensional Lie Group Representation	2024-09-08
Efficient Rare Temporal Pattern Mining in Time Series	2024-09-08	arXiv... arXiv admin note: substantial text overlap with arXiv:2306.10994

Trajectory

Title	Date	Comment
RCM-Constrained Manipulator Trajectory Tracking Using Differential Kinematics Control	2024-09-09	6 pag... 6 pages, 7 figures. Published in the 21st International Conference on Advanced Robotics (ICAR 2023)
Jointly Learning Cost and Constraints from Demonstrations for Safe Trajectory Generation	2024-09-09	(Acce... (Accepted/In press) 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
Almost Global Trajectory Tracking for Quadrotors Using Thrust Direction Control on $\mathcal{S}^2$	2024-09-09
Interactive incremental learning of generalizable skills with local trajectory modulation	2024-09-09	21 pages, 16 figures
Explaining Learned Reward Functions with Counterfactual Trajectories	2024-09-09
Developing Trajectory Planning with Behavioral Cloning and Proximal Policy Optimization for Path-Tracking and Static Obstacle Nudging	2024-09-09	6 pages, 7 figures
Limiting Computation Levels in Prioritized Trajectory Planning with Safety Guarantees	2024-09-08	8 pag... 8 pages, 4 figures. This is an extended abstract of our previous work published at the 2024 European Control Conference (ECC), June 25-28, 2024. Stockholm, Sweden
Marginal Structural Modeling of Representative Treatment Trajectories	2024-09-07
Leveraging Moving Sound Source Trajectories for Universal Sound Separation	2024-09-07	9 pag... 9 pages,7 figures,submitted to IEEE/ACM Transactions on Audio, Speech and Language Processing(TASLP)
Learning Generalizable Tool-use Skills through Trajectory Generation	2024-09-06
Solve paint color effect prediction problem in trajectory optimization of spray painting robot using artificial neural network inspired by the Kubelka Munk model	2024-09-06
Reinforcement Learning Approach to Optimizing Profilometric Sensor Trajectories for Surface Inspection	2024-09-05
Model Predictive Online Trajectory Planning for Adaptive Battery Discharging in Fuel Cell Vehicle	2024-09-05
MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos	2024-09-04
Understanding eGFR Trajectories and Kidney Function Decline via Large Multimodal Models	2024-09-04	This ... This preprint version includes corrections of typographical errors related to numerical values in Table 2, which were present in the version published at the BDH workshop in MIPR 2024. These corrections do not affect the overall conclusions of the study

Graph Neural Networks

Title	Date	Comment
Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling	2024-09-09
Are Heterophily-Specific GNNs and Homophily Metrics Really Effective? Evaluation Pitfalls and New Benchmarks	2024-09-09	arXiv... arXiv admin note: substantial text overlap with arXiv:2407.09618
Enhancing Graph Contrastive Learning with Reliable and Informative Augmentation for Recommendation	2024-09-09
Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting	2024-09-09
A Review of Graph Neural Networks in Epidemic Modeling	2024-09-09
Retrofitting Temporal Graph Neural Networks with Transformer	2024-09-09	confe... conference Under review
Combining physics-informed graph neural network and finite difference for solving forward and inverse spatiotemporal PDEs	2024-09-09
Graffin: Stand for Tails in Imbalanced Node Classification	2024-09-09	9 pages
Knowledge-Aware Conversation Derailment Forecasting Using Graph Convolutional Networks	2024-09-08	arXiv... arXiv admin note: substantial text overlap with arXiv:2306.12982; text overlap with arXiv:2106.01071 by other authors
Generalization of Geometric Graph Neural Networks	2024-09-08	12 pa... 12 pages, 4 figures. arXiv admin note: text overlap with arXiv:2406.05225
Learning polycrystal plasticity using mesh-based subgraph geometric deep learning	2024-09-08	30 pages, 17 figures
GEGA: Graph Convolutional Networks and Evidence Retrieval Guided Attention for Enhanced Document-level Relation Extraction	2024-09-08
MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks	2024-09-08
Towards Multi-agent Policy-based Directed Hypergraph Learning for Traffic Signal Control	2024-09-08
BernGraph: Probabilistic Graph Neural Networks for EHR-based Medication Recommendations	2024-09-08