Latest 15 Papers - June 03, 2024

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Time Series

Title	Date	Comment
Evaluating Approximations of Count Distributions and Forecasts for Poisson-Lindley Integer Autoregressive Processes	2024-05-30
Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk	2024-05-30
Euclidean mirrors and dynamics in network time series	2024-05-30	36 pa... 36 pages, 26 pages of supplementary material and proofs, 12 figures
Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on Temporal Remote Sensing Data	2024-05-30
Simultaneous identification of models and parameters of scientific simulators	2024-05-30
Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations	2024-05-30
A Random Forest-based Prediction Model for Turning Points in Antagonistic event-group Competitions	2024-05-30
MM-Lego: Modular Biomedical Multimodal Models with Minimal Fine-Tuning	2024-05-30
The ARR2 prior: flexible predictive prior definition for Bayesian auto-regressions	2024-05-30
A Multi-Branched Radial Basis Network Approach to Predicting Complex Chaotic Behaviours	2024-05-30	9 pages, 6 figures
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection	2024-05-30	Submi... Submitted to IEEE Signal Processing Letters
Performance Examination of Symbolic Aggregate Approximation in IoT Applications	2024-05-30	Embed... Embedded World Conference, Nuremberg, 2024
Latent Factor Analysis in Short Panels	2024-05-30
Spectral Change Point Estimation for High Dimensional Time Series by Sparse Tensor Decomposition	2024-05-30
Dynamic feature selection in medical predictive monitoring by reinforcement learning	2024-05-30	preview version

Trajectory

Title	Date	Comment
A Structure-Aware Lane Graph Transformer Model for Vehicle Trajectory Prediction	2024-05-30
Deciphering Human Mobility: Inferring Semantics of Trajectories with Large Language Models	2024-05-30
Revisiting CNNs for Trajectory Similarity Learning	2024-05-30
Efficient Trajectory Inference in Wasserstein Space Using Consecutive Averaging	2024-05-30
Act Natural! Projecting Autonomous System Trajectories Into Naturalistic Behavior Sets	2024-05-29
DiPPeST: Diffusion-based Path Planner for Synthesizing Trajectories Applied on Quadruped Robots	2024-05-29
WTTFNet: A Weather-Time-Trajectory Fusion Network for Pedestrian Trajectory Prediction in Urban Complex	2024-05-29	12 pages, 7 figures
Goal-Reaching Trajectory Design Near Danger with Piecewise Affine Reach-avoid Computation	2024-05-28	The f... The first two authors contributed equally to the work. This work has been submitted for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible
Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear Regression	2024-05-28
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning	2024-05-28	Accep... Accepted (Spotlight) to ICLR 2024 Workshop on Generative Models for Decision Making. Jaewoo Lee and Sujin Yun are equal contribution authors
Resisting Stochastic Risks in Diffusion Planners with the Trajectory Aggregation Tree	2024-05-28	The 4... The 41st International Conference on Machine Learning (ICML 2024)
Chauhan Weighted Trajectory Analysis reduces sample size requirements and expedites time-to-efficacy signals in advanced cancer clinical trials	2024-05-28
Trajectory-Based Individualized Treatment Rules	2024-05-28
Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent	2024-05-27	Datas... Datasets, code, and model weights at available at: https://github.com/colorfulfuture/UniTraj-pytorch
EF-Calib: Spatiotemporal Calibration of Event- and Frame-Based Cameras Using Continuous-Time Trajectories	2024-05-27	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

Graph Neural Networks

Title	Date	Comment
Flexible SE(2) graph neural networks with applications to PDE surrogates	2024-05-30	9 pages
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning	2024-05-30
FlexiDrop: Theoretical Insights and Practical Advances in Random Dropout Method on GNNs	2024-05-30
Combining physics-informed graph neural network and finite difference for solving forward and inverse spatiotemporal PDEs	2024-05-30
FedSheafHN: Personalized Federated Learning on Graph-structured Data	2024-05-30	This ... This paper was submitted to ICML 2024 in Feb 2024. You can find a record here:https://github.com/CarrieWFF/ICML-2024-submission-recording/blob/main/Screenshot%20of%20FedSheafHN%20submission%20to%20ICML%202024.png
Learning Latent Graph Structures and their Uncertainty	2024-05-30
Multi-Task Offloading via Graph Neural Networks in Heterogeneous Multi-access Edge Computing	2024-05-30	Insuf... Insufficient completion, there are some errors in the current version
Unsupervised Mutual Learning of Dialogue Discourse Parsing and Topic Segmentation	2024-05-30
Few-shot fault diagnosis based on multi-scale graph convolution filtering for industry	2024-05-30	6 pag... 6 pages, 2 figures, 2 tables, 63rd IEEE Conference on Decision and Control
Generating In-Distribution Proxy Graphs for Explaining Graph Neural Networks	2024-05-29	Accep... Accepted to International Conference on Machine Learning (ICML 2024)
HetCAN: A Heterogeneous Graph Cascade Attention Network with Dual-Level Awareness	2024-05-29	Accep... Accepted by ECML-PKDD 2024
Valid Conformal Prediction for Dynamic GNNs	2024-05-29	17 pages, 8 figures
Spatio-Temporal Field Neural Networks for Air Quality Inference	2024-05-29	We wa... We want to recheck our model and experimental design
Spatio-Spectral Graph Neural Networks	2024-05-29	47 pa... 47 pages, 27 figures, 12 tables
Can Graph Learning Improve Task Planning?	2024-05-29