Large language models for mobility in transportation systems: A survey on forecasting tasks

Z Zhang, Y Sun, Z Wang, Y Nie, X Ma, P Sun… - arxiv preprint arxiv …, 2024 - arxiv.org
Mobility analysis is a crucial element in the research area of transportation systems.
Forecasting traffic information offers a viable solution to address the conflict between …

A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges

Y Nie, Y Kong, X Dong, JM Mulvey, HV Poor… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent advances in large language models (LLMs) have unlocked novel opportunities for
machine learning applications in the financial domain. These models have demonstrated …

Generative Pre-trained Ranking Model with Over-parameterization at Web-Scale

Y Li, H **ong, L Kong, J Bian, S Wang, G Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Learning to rank (LTR) is widely employed in web searches to prioritize pertinent webpages
from retrieved content based on input queries. However, traditional LTR models encounter …

Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model

Y Duan, J Zhao, J Mao, H Wu, J Xu, S Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
Spatio-temporal (ST) prediction has garnered a De facto attention in earth sciences, such as
meteorological prediction, human mobility perception. However, the scarcity of data coupled …

SK-SVR-CNN: A Hybrid Approach for Traffic Flow Prediction with Signature PDE Kernel and Convolutional Neural Networks

G Wang, Z Wang, P Sun… - ICC 2024-IEEE …, 2024 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITS) have garnered considerable attention as a potential
solution for addressing the conflict between the increasing demand for transportation and …

[PDF][PDF] An Embarrassingly Simple Method to Compromise Language Models

J Wang - 2024 - preprints.org
Language models like BERT dominate current NLP research due to their robust
performance, but they are vulnerable to backdoor attacks. Such attacks cause the model to …

SONNET: Solar-disaggregation-based Day-ahead Probabilistic Net Load Forecasting with Transformers

K Pu, Y Nie, M Jia, Y Zhao, NH Nguyen, HV Poor - openreview.net
The global transition towards sustainable energy sources has positioned solar power as a
cornerstone of modern electricity systems, underscoring the critical need for advanced …