Latest 15 Papers - June 14, 2024

[github-actions]

Please check the Github page for a better reading experience and more papers.

Time Series

Title	Date	Comment
Deep learning from strongly mixing observations: Sparse-penalized regularization and minimax optimality	2024-06-12
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI	2024-06-12	Publi... Published at IEEE transactions on Medical Imaging
Who is driving the conversation? Analysing the nodality of British MPs and journalists on Twitter	2024-06-12	22 pa... 22 pages, 6 figures, 5 tables
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion	2024-06-12
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data	2024-06-12
Adaptive Sparsity Level during Training for Efficient Time Series Forecasting with Transformers	2024-06-12
Parameter Estimation in Quantum Metrology Technique for Time Series Prediction	2024-06-12	confe... conference. arXiv admin note: substantial text overlap with arXiv:2406.05767
CAFO: Feature-Centric Explanation on Time Series Classification	2024-06-12	Accep... Accepted to KDD 2024 Research Track
Will Southeast Asia be the next global manufacturing hub? A multiway cointegration, causality, and dynamic connectedness analyses on factors influencing offshore decisions	2024-06-11	30 pages
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting	2024-06-11	The c... The code is available at https://github.com/ClaudiaShu/DeformTime
CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting	2024-06-11	23 pages, 13 figures
Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift	2024-06-11	KDD'2... KDD'24 research paper
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference	2024-06-11	23 pa... 23 pages, 5 figures, International Conference on Machine Learning 2024
Marginalization Consistent Mixture of Separable Flows for Probabilistic Irregular Time Series Forecasting	2024-06-11
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data	2024-06-11	Ongoi... Ongoing work & Under review; 27 pages, 8 figures, 2 tables; Github Repo: https://github.com/yyysjz1997/Awesome-TimeSeries-SpatioTemporal-Diffusion-Model

Trajectory

Title	Date	Comment
Trajectory optimization of tail-sitter considering speed constraints	2024-06-12
A Simple Video Segmenter by Tracking Objects Along Axial Trajectories	2024-06-12	The p... The paper and model names have been updated to better reflect the methodological contributions
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning	2024-06-12	Accep... Accepted (Spotlight) to ICLR 2024 Workshop on Generative Models for Decision Making. Jaewoo Lee and Sujin Yun are equal contribution authors
Trajectory Similarity Measurement: An Efficiency Perspective	2024-06-12	Accep... Accepted by VLDB 2024
Provably Feasible and Stable White-Box Trajectory Optimization	2024-06-12
Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior	2024-06-11	32 pages, 9 figures
Fast and Certifiable Trajectory Optimization	2024-06-11
A Generalized Pointing Error Model for FSO Links with Fixed-Wing UAVs for 6G: Analysis and Trajectory Optimization	2024-06-08	14 pa... 14 pages, 12 figures, under revision; IEEE Transactions on Wireless Communications
Multi-Vehicle Trajectory Planning at V2I-enabled Intersections based on Correlated Equilibrium	2024-06-08	8 pag... 8 pages,12 figures,Submission to IEEE Robotics and Automation Letters
Multi-Entry Generalized Search Trees for Indexing Trajectories	2024-06-08
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States	2024-06-08	Accepted by UAI 2024
Dynamic Multi-Objective Lion Swarm Optimization with Multi-strategy Fusion: An application in 6R robot trajectory planning	2024-06-08
Resisting Stochastic Risks in Diffusion Planners with the Trajectory Aggregation Tree	2024-06-07	ICML ... ICML 2024 (Spotlight)
Learning to Plan Maneuverable and Agile Flight Trajectory with Optimization Embedded Networks	2024-06-07	Some ... Some statements in the introduction may be controversial
REPLAY: Modeling Time-Varying Temporal Regularities of Human Mobility for Location Prediction over Sparse Trajectories	2024-06-07

Graph Neural Networks

Title	Date	Comment
GraphFM: A Comprehensive Benchmark for Graph Foundation Model	2024-06-12
Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks	2024-06-12	Confe... Conference paper, accepted by KDD' 24
Conformal Load Prediction with Transductive Graph Autoencoders	2024-06-12
Graph Condensation for Open-World Graph Learning	2024-06-12	Accepted by KDD 2024
Expressivity and Generalization: Fragment-Biases for Molecular GNNs	2024-06-12
Balancing Molecular Information and Empirical Data in the Prediction of Physico-Chemical Properties	2024-06-12	14 pa... 14 pages, including 10 pages of main text and 2 pages of appendix
Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs	2024-06-12
Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction	2024-06-12
How Interpretable Are Interpretable Graph Neural Networks?	2024-06-12	ICML2... ICML2024, 44 pages, 21 figures, 12 tables
GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection	2024-06-12	Accep... Accepted at SNAM 2024
Graph Transductive Defense: a Two-Stage Defense for Graph Membership Inference Attacks	2024-06-12
Design Your Own Universe: A Physics-Informed Agnostic Method for Enhancing Graph Neural Networks	2024-06-12
Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning	2024-06-11
Graph Reasoning for Explainable Cold Start Recommendation	2024-06-11
Rethinking the impact of noisy labels in graph classification: A utility and privacy perspective	2024-06-11