Trajectory Prediction

Accurate long-term trajectory prediction for maritime vessels is essential for safety and logistical efficiency. While deep learning models, particularly Transformers, have shown promise in processing Automatic Identific…

An Energy-Based Conservative-Dissipative Latent Neural Evolution Operator for Magnetization Dynamics

2026-09-03 · Sebastian Schaffer, Lukas Exl arxiv

We develop an energy-based reduced-order model for micromagnetic magnetization dynamics that couples a convolutional autoencoder to a structured latent neural ordinary differential equation. Motivated by the precessional…

Trajectory Prediction

GeoWAM: Visual Geometry World Action Models for Autonomous Driving

2026-08-24 · Yiren Lu, Xin Ye, Jiaming Liu, Jin Yao 외 arxiv

World action models (WAMs) have recently gained increasing attention as a framework for jointly modeling scene evolution and ego actions in autonomous driving. Most existing WAMs learn scene dynamics in pixel space by co…

Trajectory Prediction Autonomous Driving Point Clouds

Fine-tuning LLMs for Tourist Trajectory Prediction using Field Experiment Data

2026-08-21 · Tatsuya Amano, Hirozumi Yamaguchi arxiv

Evaluating mobility interventions at tourist destinations requires predicting visitor behavior under varying conditions. Traditional methods struggle because tourist decisions depend heavily on context like weather and f…

Trajectory Prediction

Towards Surgical World-Action Modeling: A Preliminary Joint Visual-Trajectory Forecasting for Surgical Motion Planning

2026-08-20 · Weiliang Huang, Huanrong Liu, Bob Zhang, Qi Dou 외 arxiv

Reliable surgical planning requires models to anticipate not only how instruments will move, but also how the operative visual state will evolve together with such motion. Existing approaches typically treat future scene…

Trajectory Forecasting Trajectory Prediction Motion Forecasting Scene Generation

Mix&Fix-Net: A Dual-Stage Trajectory Prediction Model for AIS and Vision-Derived Vessel Data

2026-08-20 · Md Mahmuddun Nabi Murad, Bora San Turgut, Yasin Yilmaz arxiv

Vessel trajectory prediction is critical for maritime safety and accident prevention. While most existing trajectory prediction models rely on Automatic Identification System (AIS) data due to its precision and availabil…

Trajectory Prediction

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