Latest 15 Papers - January 14, 2025

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Time Series

Title	Date	Comment
DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting	2025-01-10	Accep... Accepted by KDD 2025 research track
Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction	2025-01-10
Choosing the Right Norm for Change Point Detection in Functional Data	2025-01-10
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	2025-01-10	22 pages, 11 figures
Gradual changes in functional time series	2025-01-10
SensorQA: A Question Answering Benchmark for Daily-Life Monitoring	2025-01-10
Deep Switching State Space Model (DS$^3$M) for Nonlinear Time Series Forecasting with Regime Switching	2025-01-10
Facilitate Collaboration between Large Language Model and Task-specific Model for Time Series Anomaly Detection	2025-01-10
Targeted Adversarial Denoising Autoencoders (TADA) for Neural Time Series Filtration	2025-01-10	[Acce... [Accepted] Artificial Intelligence for Time Series Analysis (AI4TS): Theory, Algorithms, and Applications @ AAAI 2025, Philadelphia, PA, USA
TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts	2025-01-09	AAAI 2025
BRATI: Bidirectional Recurrent Attention for Time-Series Imputation	2025-01-09
PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse	2025-01-09
Drift2Matrix: Kernel-Induced Self Representation for Concept Drift Adaptation in Co-evolving Time Series	2025-01-09
The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features	2025-01-09
Exploiting the geometry of heterogeneous networks: A case study of the Indian stock market	2025-01-09	39 pages, 11 figures

Trajectory

Title	Date	Comment
Snapshot: Towards Application-centered Models for Pedestrian Trajectory Prediction in Urban Traffic Environments	2025-01-09	8 Pages, 9 Figures
Pitch Plane Trajectory Tracking Control for Sounding Rockets via Adaptive Feedback Linearization	2025-01-09	Paper... Paper accepted to the IEEE Aerospace Conference 2025. Copyright: 979-8-3503-5597-0/25/$31.00 @2025 IEEE
Towards Generalizable Trajectory Prediction Using Dual-Level Representation Learning And Adaptive Prompting	2025-01-08
Development of an Adaptive Sliding Mode Controller using Neural Networks for Trajectory Tracking of a Cylindrical Manipulator	2025-01-08
Task Coordination and Trajectory Optimization for Multi-Aerial Systems via Signal Temporal Logic: A Wind Turbine Inspection Study	2025-01-08	2 pag... 2 pages, Accepted for discussion at the workshop session "Formal methods techniques in robotics systems: Design and control" at IROS'24 in Abu Dhabi, UAE
Motion Manifold Flow Primitives for Task-Conditioned Trajectory Generation under Complex Task-Motion Dependencies	2025-01-08	8 pages, 11 figures
Future Success Prediction in Open-Vocabulary Object Manipulation Tasks Based on End-Effector Trajectories	2025-01-08	Accep... Accepted for presentation at LangRob @ CoRL 2024
Frenet-Serret-Based Trajectory Prediction	2025-01-08	8 pag... 8 pages, 6 figures. Submitted to ACC 2025
ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images	2025-01-07	Accep... Accepted to ICASSP 2025
Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting	2025-01-07	WACV 2025
Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction	2025-01-07	Submi... Submitted to 2025 IEEE Intelligent Vehicles Symposium (IV)
Collision Risk Quantification and Conflict Resolution in Trajectory Tracking for Acceleration-Actuated Multi-Robot Systems	2025-01-07
Modeling Cell Type Developmental Trajectory using Multinomial Unbalanced Optimal Transport	2025-01-07
Physics-Constrained Generative Artificial Intelligence for Rapid Takeoff Trajectory Design	2025-01-07	Confe... Conference version with 10 pages and 7 figures
Through-The-Mask: Mask-based Motion Trajectories for Image-to-Video Generation	2025-01-06

Graph Neural Networks

Title	Date	Comment
Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials	2025-01-10	9 pag... 9 pages, 4 figures, 3 tables
The Expressive Power of Graph Neural Networks: A Survey	2025-01-10
DeltaGNN: Graph Neural Network with Information Flow Control	2025-01-10
Annealing Machine-assisted Learning of Graph Neural Network for Combinatorial Optimization	2025-01-10	Secon... Second Workshop on Machine Learning with New Compute Paradigms at NeurIPS 2024 (MLNCP 2024)
Fine-tuning is Not Fine: Mitigating Backdoor Attacks in GNNs with Limited Clean Data	2025-01-10
KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy	2025-01-10	This ... This paper is accepted by AAAI'25