Latest 15 Papers - January 30, 2025

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Time Series

Title	Date	Comment
Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting	2025-01-28	AISTATS 2025
Benchmarking Quantum Convolutional Neural Networks for Signal Classification in Simulated Gamma-Ray Burst Detection	2025-01-28	9 pag... 9 pages, Accepted for publication in 33rd Euromicro/IEEE International Conference on Parallel, Distributed and Network-Based Processing (PDP 2025)
Stack Overflow Meets Replication: Security Research Amid Evolving Code Snippets (Extended Version)	2025-01-28
CENTS: Generating synthetic electricity consumption time series for rare and unseen scenarios	2025-01-28
Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation	2025-01-28
Toward Relative Positional Encoding in Spiking Transformers	2025-01-28
LLM Assisted Anomaly Detection Service for Site Reliability Engineers: Enhancing Cloud Infrastructure Resilience	2025-01-28	Accep... Accepted at the AAAI-2025 Deployable AI Workshop
Explainability and AI Confidence in Clinical Decision Support Systems: Effects on Trust, Diagnostic Performance, and Cognitive Load in Breast Cancer Care	2025-01-28
Variational Schrödinger Momentum Diffusion	2025-01-28	AISTATS 25
Bubble Modeling and Tagging: A Stochastic Nonlinear Autoregression Approach	2025-01-28	41 pages, 6 figures
Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting	2025-01-28
Tailored Forecasting from Short Time Series via Meta-learning	2025-01-27	25 pages, 14 figures
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models	2025-01-27
SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting	2025-01-27
Contrastive Representation Learning Helps Cross-institutional Knowledge Transfer: A Study in Pediatric Ventilation Management	2025-01-27

Trajectory

Title	Date	Comment
Target-driven Self-Distillation for Partial Observed Trajectories Forecasting	2025-01-28
Hierarchical Trajectory (Re)Planning for a Large Scale Swarm	2025-01-28	13 pa... 13 pages, 14 figures. arXiv admin note: substantial text overlap with arXiv:2407.02777
Toward Safe Integration of UAM in Terminal Airspace: UAM Route Feasibility Assessment using Probabilistic Aircraft Trajectory Prediction	2025-01-28	10 pages, 7 figures
On characterizing optimal learning trajectories in a class of learning problems	2025-01-27	5 Pag... 5 Pages (A further extension of the paper: arXiv:2412.08772)
Beyond In-Distribution Performance: A Cross-Dataset Study of Trajectory Prediction Robustness	2025-01-27	arXiv... arXiv admin note: text overlap with arXiv:2407.13431
Error-State LQR Formulation for Quadrotor UAV Trajectory Tracking	2025-01-27
TEA: Trajectory Encoding Augmentation for Robust and Transferable Policies in Offline Reinforcement Learning	2025-01-26	Accep... Accepted to ESANN 2025
Improving Out-of-Distribution Generalization of Trajectory Prediction for Autonomous Driving via Polynomial Representations	2025-01-25
Towards Robust Spacecraft Trajectory Optimization via Transformers	2025-01-25	Submi... Submitted to the IEEE Aerospace Conference 2025. 13 pages, 10 figures
Where Do You Go? Pedestrian Trajectory Prediction using Scene Features	2025-01-23	Accep... Accepted by 2024 International Conference on Intelligent Computing and its Emerging Applications
In-Trajectory Inverse Reinforcement Learning: Learn Incrementally Before An Ongoing Trajectory Terminates	2025-01-23
Knowledge-Informed Multi-Agent Trajectory Prediction at Signalized Intersections for Infrastructure-to-Everything	2025-01-23
Zero-Shot Trajectory Planning for Signal Temporal Logic Tasks	2025-01-23	submitted
One Fits All: General Mobility Trajectory Modeling via Masked Conditional Diffusion	2025-01-23
A Spatio-temporal Graph Network Allowing Incomplete Trajectory Input for Pedestrian Trajectory Prediction	2025-01-22

Graph Neural Networks

Title	Date	Comment
Channel Estimation for XL-MIMO Systems with Decentralized Baseband Processing: Integrating Local Reconstruction with Global Refinement	2025-01-28	This ... This manuscript has been submitted to IEEE journal for possible publication
Conditional Distribution Learning on Graphs	2025-01-28	9 pages
Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks	2025-01-28	This ... This is the version of the author, accepted for publication at IWSEC 2024. Published version available at https://link.springer.com/chapter/10.1007/978-981-97-7737-2_15
Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks	2025-01-28	Prepr... Preprint Version. Accepted at ICLR 2025
Dynamic Hypergraph Representation for Bone Metastasis Cancer Analysis	2025-01-28	12 pages,11 figures
Hypergraph Diffusion for High-Order Recommender Systems	2025-01-28	Technical Report
Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook	2025-01-28	41 pages, 6 figures
Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting	2025-01-28
GCBF+: A Neural Graph Control Barrier Function Framework for Distributed Safe Multi-Agent Control	2025-01-27	20 pa... 20 pages, 15 figures; Accepted by IEEE Transactions on Robotics (T-RO)
Graph Neural Network Based Hybrid Beamforming Design in Wideband Terahertz MIMO-OFDM Systems	2025-01-27	6 pag... 6 pages, 7 figures. This conference paper was published in the 2024 IEEE International Symposium on Phased Array Systems and Technology
From Molecules to Mixtures: Learning Representations of Olfactory Mixture Similarity using Inductive Biases	2025-01-27	25 pages, 12 figures
ReFill: Reinforcement Learning for Fill-In Minimization	2025-01-27
ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning	2025-01-27
Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis	2025-01-27	This ... This paper is accepted by DASFAA 2025
Graph Condensation: A Survey	2025-01-27	Trans... Transactions on Knowledge and Data Engineering (TKDE) 2025