Latest 15 Papers - June 27, 2024

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Time Series

Title	Date	Comment
Identifying Nonstationary Causal Structures with High-Order Markov Switching Models	2024-06-25	CI4TS... CI4TS Workshop @UAI2024
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates	2024-06-25	Accep... Accepted to L4DC 2024. 14 pages, 3 figures. The source code and toolbox are available at https://github.com/nandantumu/conformal_region_designer
Querying Labeled Time Series Data with Scenario Programs	2024-06-25	72 pa... 72 pages, 6 figures, 5 algorithms. Published on https://www2.eecs.berkeley.edu/Pubs/TechRpts/2024/EECS-2024-136.html
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task Integration	2024-06-25	Submi... Submitted to IEEE Transactions on Geoscience and Remote Sensing, Code will be available at https://github.com/SebastianHafner/ContUrbanCD.git
Explainable Online Unsupervised Anomaly Detection for Cyber-Physical Systems via Causal Discovery from Time Series	2024-06-25	In pu... In publication for IEEE Conference on Automation and Smart Engineering (CASE) 2024
Development of a digital tool for monitoring the behaviour of pre-weaned calves using accelerometer neck-collars	2024-06-25
Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning	2024-06-25
Multi-class Temporal Logic Neural Networks	2024-06-25
The Influence of Nuisance Parameter Uncertainty on Statistical Inference in Practical Data Science Models	2024-06-24
Laplacian Convolutional Representation for Traffic Time Series Imputation	2024-06-24	13 pages, 9 figures
Bayesian temporal biclustering with applications to multi-subject neuroscience studies	2024-06-24
BrainMAE: A Region-aware Self-supervised Learning Framework for Brain Signals	2024-06-24	27 pages, 16 figures
Perceiver-based CDF Modeling for Time Series Forecasting	2024-06-24	Accep... Accepted in Winter Simulation Conference 2024
Meta-learning and Data Augmentation for Stress Testing Forecasting Models	2024-06-24	16 pa... 16 pages, 5 figures, 3 tables
Conformal time series decomposition with component-wise exchangeability	2024-06-24	Accep... Accepted at COPA 2024; 34 pages, 14 figures, 8 tables (incl. appendix)

Trajectory

Title	Date	Comment
Optimizing Energy-Efficient Braking Trajectories with Anticipatory Road Data for Automated Vehicles	2024-06-25	Prepr... Preprint to appear at the European Control Conference 2024 (ECC'24)
Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text	2024-06-25	Code:... Code: https://github.com/imlixinyang/director3d
Robot Agnostic Visual Servoing considering kinematic constraints enabled by a decoupled network trajectory planner structure	2024-06-25	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
Using iterated local alignment to aggregate GPS trajectories into a traffic flow map	2024-06-25
FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models	2024-06-24	Proje... Project Page: http://haonanqiu.com/projects/FreeTraj.html, Code Repo: https://github.com/arthur-qiu/FreeTraj
A Non-autoregressive Multi-Horizon Flight Trajectory Prediction Framework with Gray Code Representation	2024-06-24	An ex... An extend version based on the AAAI version
Bad Habits: Policy Confounding and Out-of-Trajectory Generalization in RL	2024-06-24
Hallmarks of Optimization Trajectories in Neural Networks: Directional Exploration and Redundancy	2024-06-24	Preprint, 57 pages
Chauhan Weighted Trajectory Analysis reduces sample size requirements and expedites time-to-efficacy signals in advanced cancer clinical trials	2024-06-24
Provably Feasible and Stable White-Box Trajectory Optimization	2024-06-23
Trajectory optimization of tail-sitter considering speed constraints	2024-06-23
Robust Dynamic Control Barrier Function Based Trajectory Planning for Mobile Manipulator	2024-06-22
Optimization of Trajectories for Machine Learning Training in Robot Accuracy Modeling	2024-06-21
Extraction of 3D trajectories of mandibular condyles from 2D real-time MRI	2024-06-21
DiffTOP: Differentiable Trajectory Optimization for Deep Reinforcement and Imitation Learning	2024-06-21

Graph Neural Networks

Title	Date	Comment
Compositional Models for Estimating Causal Effects	2024-06-25
Distributed Training of Large Graph Neural Networks with Variable Communication Rates	2024-06-25
Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs	2024-06-25	Exten... Extension of "GraphPrompt: Unifying Pre-Training and Downstream Tasks for Graph Neural Networks". arXiv admin note: substantial text overlap with arXiv:2302.08043
Scoreformer: A Surrogate Model For Large-Scale Prediction of Docking Scores	2024-06-25	Accep... Accepted at the 1st Machine Learning for Life and Material Sciences Workshop at ICML 2024
Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning	2024-06-25	Accep... Accepted by IEEE Transactions on Services Computing (TSC)
Distance Recomputator and Topology Reconstructor for Graph Neural Networks	2024-06-25
TopoGCL: Topological Graph Contrastive Learning	2024-06-25
Attention-based Dynamic Multilayer Graph Neural Networks for Loan Default Prediction	2024-06-24
Enabling Accelerators for Graph Computing	2024-06-24	North... Northeastern University Doctoral Dissertation
Meta-GCN: A Dynamically Weighted Loss Minimization Method for Dealing with the Data Imbalance in Graph Neural Networks	2024-06-24
FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection	2024-06-24
GC-Bench: A Benchmark Framework for Graph Condensation with New Insights	2024-06-24	9 pages
Link Prediction with Untrained Message Passing Layers	2024-06-24
DeepTrace: Learning to Optimize Contact Tracing in Epidemic Networks with Graph Neural Networks	2024-06-24
Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs	2024-06-24