Choi, Seongjin

1. A Survey on Vision-Language-Action Models for Autonomous Driving
   2025/06/30 by Shan Jiang, Jiang, Sicong, Zilin Huang +36 · 18 citations
   Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Robotics (cs.RO)
2. Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting
   2022/12/10 by Seongjin Choi, Choi, Seongjin, Nicolas Saunier +6 · 2 citations
   Decision Sciences · Engineering · Environmental Science · #Air Quality Monitoring and Forecasting #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
3. Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting
   2024/12/11 by Liu, Fuqiang, Jiang, Sicong, Miranda-Moreno, Luis +2 · 3 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Better Batch for Deep Probabilistic Time Series Forecasting
   2023/05/26 by Zheng, Vincent Zhihao, Choi, Seongjin, Sun, Lijun · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Video-based Vehicle Surveillance in the Wild: License Plate, Make, and Model Recognition with Self Reflective Vision-Language Models
   2025/08/02 by Parsa, Pouya, Li, Keya, Kockelman, Kara M. +1 · 1 citation
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
6. A Gentle Introduction and Tutorial on Deep Generative Models in Transportation Research
   2024/10/09 by Choi, Seongjin, Jin, Zhixiong, Ham, Seung Woo +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)