Latest 15 Papers - June 26, 2024

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Time Series

Title	Date	Comment
Conformal time series decomposition with component-wise exchangeability	2024-06-24	Accep... Accepted at COPA 2024; 34 pages, 14 figures, 8 tables (incl. appendix)
Anomaly Detection based on Markov Data: A Statistical Depth Approach	2024-06-24
CausalFormer: An Interpretable Transformer for Temporal Causal Discovery	2024-06-24
Statistical Inference for Bures-Wasserstein Flows	2024-06-24
Causal Inference on Process Graphs, Part I: The Structural Equation Process Representation	2024-06-24	48 pa... 48 pages. Title changed compared to previous version. Former title: 'Formalising causal inference in time and frequency on process graphs with latent components'. Comments welcome!
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels	2024-06-24	18 pa... 18 pages, 5 figures, 3 tables
Permutation Entropy for Signal Analysis	2024-06-24
No More Sliding-Windows: Dynamic Functional Connectivity Based On Random Convolutions Without Learning	2024-06-24
Forecasting with Deep Learning: Beyond Average of Average of Average Performance	2024-06-24
Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs	2024-06-24
Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series	2024-06-24	5 pag... 5 pages, 2 figures, 1 table. Accepted at IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2024. Our code is available at https://git.tu-berlin.de/rsim/mmtsvit
PenSLR: Persian end-to-end Sign Language Recognition Using Ensembling	2024-06-24
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines	2024-06-24	To be... To be published in the proceedings of the Annual Conference of the Prognostics and Health Management Society Style 2024
Continuous-time Autoencoders for Regular and Irregular Time Series Imputation	2024-06-24	Publi... Published as a WSDM'24 full paper (oral presentation)
Lesion-Aware Cross-Phase Attention Network for Renal Tumor Subtype Classification on Multi-Phase CT Scans	2024-06-24	This ... This article has been accepted for publication in Computers in Biology and Medicine

Trajectory

Title	Date	Comment
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
ImageFlowNet: Forecasting Multiscale Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images	2024-06-20
Singular knee identification to support emergence recognition in physical swarm and cellular automata trajectories	2024-06-20	14 pa... 14 pages, 11 figures; includes 2 supplementary pages
ICAL: Continual Learning of Multimodal Agents by Transforming Trajectories into Actionable Insights	2024-06-20	Proje... Project website: http://ical-learning.github.io/
FutureNet-LOF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding	2024-06-20	10 pages

Graph Neural Networks

Title	Date	Comment
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
A Survey of Large Language Models for Graphs	2024-06-24	Publi... Published as a KDD'24 survey paper
Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification	2024-06-24	Accep... Accepted by KDD 2024. The two first authors made equal contributions
Multimodal Graph Benchmark	2024-06-24	https... https://mm-graph-benchmark.github.io/
Relaxing Continuous Constraints of Equivariant Graph Neural Networks for Physical Dynamics Learning	2024-06-24
Multi-Margin Loss: Proposal and Application in Recommender Systems	2024-06-23
F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data	2024-06-23
Graph2Tac: Online Representation Learning of Formal Math Concepts	2024-06-23	31 pages
Mixture of Weak & Strong Experts on Graphs	2024-06-22	Accep... Accepted for publication in ICLR 2024
Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning	2024-06-22	submi... submitted for a journal publication
Synergistic Deep Graph Clustering Network	2024-06-22