Latest 15 Papers - September 06, 2024

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Time Series

Title	Date	Comment
Look Into the LITE in Deep Learning for Time Series Classification	2024-09-04
Boosting Certificate Robustness for Time Series Classification with Efficient Self-Ensemble	2024-09-04	6 fig... 6 figures, 4 tables, 10 pages
Variational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting	2024-09-04	For a... For associated repository, see https://github.com/Espalemit/VMD-With-LTSF-Linear.git
Neural Networks with LSTM and GRU in Modeling Active Fires in the Amazon	2024-09-04	16 pa... 16 pages, in Portuguese language, 24 figures
PUB: Plot Understanding Benchmark and Dataset for Evaluating Large Language Models on Synthetic Visual Data Interpretation	2024-09-04
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data	2024-09-04	submitted to journal
Cointegration test in time series analysis by global optimisation	2024-09-04
Test-time data augmentation: improving predictions of recurrent neural network models of composites	2024-09-04
Bayesian Dynamic Generalized Additive Model for Mortality during COVID-19 Pandemic	2024-09-04
TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model	2024-09-03	23 Pa... 23 Pages, 6 Figures, 11 Tables. First present at ICML 2024 Workshop on Foundation Models in the Wild
Delay Parameter Selection in Permutation Entropy Using Topological Data Analysis	2024-09-03	Added... Added Max M. Chumley as a co-author. Added delay embedding plots that show how sublevel persistence unfolds example attractors. Added time series forecasting results obtained using parameters selected by our method for two nonlinear systems. Removed SW1PerS results for finding the delay since they do not generalize to non-periodic signals
Improving the Prediction of Individual Engagement in Recommendations Using Cognitive Models	2024-09-03
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting	2024-09-03	Publi... Published in KDD'24 Research Track
Towards Explainable Traffic Flow Prediction with Large Language Models	2024-09-03	31pages, 16 figures
Interpreting Outliers in Time Series Data through Decoding Autoencoder	2024-09-03	14 pa... 14 pages, 8 figures, accepted at TempXAI @ ECML-PKDD

Trajectory

Title	Date	Comment
MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos	2024-09-04
Understanding eGFR Trajectories and Kidney Function Decline via Large Multimodal Models	2024-09-04	This ... This preprint version includes corrections of typographical errors related to numerical values in Table 2, which were present in the version published at the BDH workshop in MIPR 2024. These corrections do not affect the overall conclusions of the study
Joint Pedestrian Trajectory Prediction through Posterior Sampling	2024-09-03
Snapshot: Towards Application-centered Models for Pedestrian Trajectory Prediction in Urban Traffic Environments	2024-09-03	8 Pages, 9 Figures
Distilling Knowledge for Short-to-Long Term Trajectory Prediction	2024-09-03	Accep... Accepted to IROS 2024
Terminal Soft Landing Guidance Law Using Analytic Gravity Turn Trajectory	2024-09-02
Fast and Certifiable Trajectory Optimization	2024-09-02
TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos	2024-09-02	The p... The project website: https://yufu-wang.github.io/tram4d/
Multi-scale Temporal Fusion Transformer for Incomplete Vehicle Trajectory Prediction	2024-09-02
TrajDeleter: Enabling Trajectory Forgetting in Offline Reinforcement Learning Agents	2024-09-02	Accep... Accepted at NDSS 2025. The presented document here is the full version of our paper
SITUATE: Indoor Human Trajectory Prediction through Geometric Features and Self-Supervised Vision Representation	2024-09-01	Accep... Accepted at the 27th International Conference on Pattern Recognition (ICPR 2024)
TrajWeaver: Trajectory Recovery with State Propagation Diffusion Model	2024-09-01	First... First submission, extended to 10 pages include ref
Roundabout Dilemma Zone Data Mining and Forecasting with Trajectory Prediction and Graph Neural Networks	2024-09-01
Evaluating the Effectiveness of Large Language Models in Representing and Understanding Movement Trajectories	2024-08-31	7 pages, 3 figures
Rapid and Robust Trajectory Optimization for Humanoids	2024-08-31

Graph Neural Networks

Title	Date	Comment
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models	2024-09-04	10 pages, 3 Figures
Regional data-driven weather modeling with a global stretched-grid	2024-09-04
Task-Oriented Communication for Graph Data: A Graph Information Bottleneck Approach	2024-09-04
GT-CausIn: a novel causal-based insight for traffic prediction	2024-09-04
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge Aggregation	2024-09-04	Accep... Accepted by INLG 2024
Word and Phrase Features in Graph Convolutional Network for Automatic Question Classification	2024-09-04
NFARec: A Negative Feedback-Aware Recommender Model	2024-09-04	Accep... Accepted to SIGIR 2024
CaDRec: Contextualized and Debiased Recommender Model	2024-09-04	Accep... Accepted to SIGIR 2024
Liquid-Graph Time-Constant Network for Multi-Agent Systems Control	2024-09-04	arXiv... arXiv admin note: text overlap with arXiv:2305.19235
Predicting and Interpreting Energy Barriers of Metallic Glasses with Graph Neural Networks	2024-09-04	ICML ... ICML 2024. Code available at https://github.com/haoyuli02/SymGNN
A Lesion-aware Edge-based Graph Neural Network for Predicting Language Ability in Patients with Post-stroke Aphasia	2024-09-03	Accep... Accepted at MICCAI 2024 International Workshop on Machine Learning in Clinical Neuroimaging (MLCN)
Projected Stochastic Gradient Descent with Quantum Annealed Binary Gradients	2024-09-03
Accelerating Graph Neural Networks with a Novel Matrix Compression Format	2024-09-03
Optimal Power Grid Operations with Foundation Models	2024-09-03
Controllable Edge-Type-Specific Interpretation in Multi-Relational Graph Neural Networks for Drug Response Prediction	2024-09-03