Latest 15 Papers - July 01, 2024

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Time Series

Title	Date	Comment
S4: Self-Supervised Sensing Across the Spectrum	2024-06-27
How to build your latent Markov model -- the role of time and space	2024-06-27	41 pages, 7 figures
On scalable ARMA models	2024-06-27	67 pa... 67 pages, 3 figures, 7 tables
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting	2024-06-27
Asymptotic equivalence of Principal Components and Quasi Maximum Likelihood estimators in Large Approximate Factor Models	2024-06-27	arXiv... arXiv admin note: text overlap with arXiv:2211.01921 which is written by the same author. The two papers do not overlap as they contain different results although they have the same assumptions. The previous version of this paper v4 wrongly contains the wrong files
Cutting Feedback in Misspecified Copula Models	2024-06-27
Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers	2024-06-27	Accep... Accepted by 2024 6th International Conference on Electronic Engineering and Informatics
Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals	2024-06-27
Transfer Learning in ECG Diagnosis: Is It Effective?	2024-06-27
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting	2024-06-27	New M... New Mamba-based architecture. All experiments rerun
Early Classification of Time Series: Taxonomy and Benchmark	2024-06-26
Asymptotic Uncertainty in the Estimation of Frequency Domain Causal Effects for Linear Processes	2024-06-26	32 pa... 32 pages. Comments welcome!
Sequential Disentanglement by Extracting Static Information From A Single Sequence Element	2024-06-26	Accep... Accepted to ICML 2024; The first four authors contributed equally
Multimodal Physiological Signals Representation Learning via Multiscale Contrasting for Depression Recognition	2024-06-26
Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model	2024-06-26	The e... The enhanced extension of our ICCV 2023 (Changen)

Trajectory

Title	Date	Comment
SoK: Can Trajectory Generation Combine Privacy and Utility?	2024-06-27	Added... Added DOI: 10.56553/popets-2024-0068
AeroTraj: Trajectory Planning for Fast, and Accurate 3D Reconstruction Using a Drone-based LiDAR	2024-06-26
Optimal Multi-Robot Communication-Aware Trajectory Planning by Constraining the Fiedler Value	2024-06-26
A Multi-Stage Goal-Driven Network for Pedestrian Trajectory Prediction	2024-06-26	Paper... Paper accepted by 5th International Conference on Computer Vision, Image and Deep Learning (CVIDL 2024)
Empowering Interdisciplinary Insights with Dynamic Graph Embedding Trajectories	2024-06-25	25 pages, 11 figures
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

Graph Neural Networks

Title	Date	Comment
GSplit: Scaling Graph Neural Network Training on Large Graphs via Split-Parallelism	2024-06-27
Leveraging Contrastive Learning for Enhanced Node Representations in Tokenized Graph Transformers	2024-06-27
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	2024-06-27
Improving the Expressiveness of $K$-hop Message-Passing GNNs by Injecting Contextualized Substructure Information	2024-06-27	13 pa... 13 pages, published in Research track of KDD2023
Heterophily-Aware Graph Attention Network	2024-06-27
Heterogeneous Causal Metapath Graph Neural Network for Gene-Microbe-Disease Association Prediction	2024-06-27
Constructing and Analyzing Different Density Graphs for Path Extrapolation in Wikipedia	2024-06-27	The S... The Sixteenth International Conference on Advances in Databases, Knowledge, and Data Applications (DBKDA 2024)
Amplify Graph Learning for Recommendation via Sparsity Completion	2024-06-27
Federated Graph Semantic and Structural Learning	2024-06-27
What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks	2024-06-27
Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition	2024-06-27	In Pe... In Peer Review, Journal Extension of PRCV 2023
MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation	2024-06-27
PGODE: Towards High-quality System Dynamics Modeling	2024-06-26	Accep... Accepted by ICML 2024
Conformalized Link Prediction on Graph Neural Networks	2024-06-26
GRAM: An Interpretable Approach for Graph Anomaly Detection using Gradient Attention Maps	2024-06-26