Latest 15 Papers - January 06, 2025

[github-actions]

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

Time Series

Title	Date	Comment
Estimation of Long-Range Dependent Models with Missing Data: to Impute or not to Impute?	2025-01-02
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models	2025-01-02
Text2Data: Low-Resource Data Generation with Textual Control	2025-01-02	Thirt... Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-25)
Enhanced Differential Testing in Emerging Database Systems	2025-01-02	10 pages, 6 figures
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction	2025-01-02	Submi... Submitted to IEEE Transactions on Emerging Topics in Computational Intelligence
The Sigma-max System Induced from Randomness & Fuzziness and its Application in Time Series Prediction	2025-01-02
CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction	2025-01-02
Population Aware Diffusion for Time Series Generation	2025-01-01	Accep... Accepted for publication at AAAI-2025, 8 pages
Evaluating Time Series Foundation Models on Noisy Periodic Time Series	2025-01-01
Decoding the Flow: CauseMotion for Emotional Causality Analysis in Long-form Conversations	2025-01-01	7pages
ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning	2025-01-01
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis	2025-01-01	Accep... Accepted to TMLR (12/24), 33 pages. TMLR link: https://openreview.net/pdf?id=QlTLkH6xRC
Titans: Learning to Memorize at Test Time	2024-12-31
Per Subject Complexity in Eye Movement Prediction	2024-12-31	14 pages
STARFormer: A Novel Spatio-Temporal Aggregation Reorganization Transformer of FMRI for Brain Disorder Diagnosis	2024-12-31

Trajectory

Title	Date	Comment
In-Trajectory Inverse Reinforcement Learning: Learn Incrementally Before An Ongoing Trajectory Terminates	2025-01-02
Trajectory Representation Learning on Road Networks and Grids with Spatio-Temporal Dynamics	2025-01-02
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks	2025-01-02	Accepted by AAAI2025
Diffusion Policies for Generative Modeling of Spacecraft Trajectories	2025-01-01	AIAA ... AIAA SCITECH 2025 Forum
Spatial Temporal Attention based Target Vehicle Trajectory Prediction for Internet of Vehicles	2025-01-01
TAME: Temporal Audio-based Mamba for Enhanced Drone Trajectory Estimation and Classification	2025-01-01
Audio Array-Based 3D UAV Trajectory Estimation with LiDAR Pseudo-Labeling	2025-01-01	Accepted for ICASSP
Trajectories of Change: Approaches for Tracking Knowledge Evolution	2024-12-31
TrajLearn: Trajectory Prediction Learning using Deep Generative Models	2024-12-30
STITCHER: Real-Time Trajectory Planning with Motion Primitive Search	2024-12-30	V1 Draft
DEMO: A Dynamics-Enhanced Learning Model for Multi-Horizon Trajectory Prediction in Autonomous Vehicles	2024-12-30	Accep... Accepted by Information Fusion
ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task	2024-12-30
Learning Optimal Control and Dynamical Structure of Global Trajectory Search Problems with Diffusion Models	2024-12-29	This ... This paper was presented at the AAS/AIAA Astrodynamics Specialist Conference
Leveraging Symmetry to Accelerate Learning of Trajectory Tracking Controllers for Free-Flying Robotic Systems	2024-12-29	The f... The first three authors contributed equally to this work. This version resolves PDF compatibility issues in some browsers
Global Search of Optimal Spacecraft Trajectories using Amortization and Deep Generative Models	2024-12-28	47 pa... 47 pages, 23 figures, initial content of this paper appears in Paper 23-352 at the AAS/AIAA Astrodynamics Specialist Conference, Big Sky, MT, August 13-17 2023

Graph Neural Networks

Title	Date	Comment
HetGCoT-Rec: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Journal Recommendation	2025-01-02
Improving Graph Neural Network Training Efficiency By Using Top Non-Robust Samples In The Training Set	2025-01-02
Non-Homophilic Graph Pre-Training and Prompt Learning	2025-01-02	Accepted by KDD 2025
RecLM: Recommendation Instruction Tuning	2025-01-01
Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements	2025-01-01
Avoiding Oversmoothing in Deep Graph Neural Networks: A Multiplicative Ergodic Analysis	2025-01-01
AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing Graphs	2025-01-01
KAN KAN Buff Signed Graph Neural Networks?	2025-01-01
Mixture of Link Predictors on Graphs	2024-12-31
Unbiased GNN Learning via Fairness-Aware Subgraph Diffusion	2024-12-31
Node classification in networks via simplicial interactions	2024-12-31	v3 wi... v3 will be published in the IEEE Transactions on Neural Networks and Learning Systems
CPT: Competence-progressive Training Strategy for Few-shot Node Classification	2024-12-31	v2. a... v2. arXiv admin note: text overlap with arXiv:2206.11972 by other authors
Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective	2024-12-31	Accep... Accepted by SIGKDD 2025
Using pretrained graph neural networks with token mixers as geometric featurizers for conformational dynamics	2024-12-31	13 pa... 13 pages, 8 figures, supporting information appended
MADE: Graph Backdoor Defense with Masked Unlearning	2024-12-31	15 pages, 10 figures