no code implementations • 19 Apr 2024 • Ankan Dash, Jingyi Gu, Guiling Wang, Nirwan Ansari
Following this, we utilize the encoder portion of the AE models to extract relevant features from labeled data, and finetune an MLP-based Position Estimation Model to accurately deduce user locations.
1 code implementation • 19 Mar 2024 • Xueshuo Xie, Haoxu Wang, Zhaolong Jian, Tao Li, Wei Wang, Zhiwei Xu, Guiling Wang
We design a memory-efficient management method to support memory-demanding inference in TEEs.
no code implementations • 11 Mar 2024 • Junyi Ye, Bhaskar Goswami, Jingyi Gu, Ajim Uddin, Guiling Wang
This paper comprehensively reviews the application of machine learning (ML) and AI in finance, specifically in the context of asset pricing.
no code implementations • 16 Feb 2024 • Jingyi Gu, Wenlu Du, Guiling Wang
This promising outcome suggests that our approach effectively addresses the challenges of stock market prediction while incorporating vital risk considerations.
no code implementations • 15 Feb 2024 • Ankan Dash, Jingyi Gu, Guiling Wang
To address the above challenges, we propose Hierarchical Inpainting GAN (HI-GAN), a novel approach comprising three GANs in a hierarchical fashion for RGBD inpainting.
no code implementations • 27 Jan 2024 • Junyi Ye, Mengnan Du, Guiling Wang
This paper introduces DataFrame question answering (QA), a novel task that utilizes large language models (LLMs) to generate Pandas queries for information retrieval and data analysis on dataframes, emphasizing safe and non-revealing data handling.
1 code implementation • The 4th ACM International Conference on AI in Finance 2023 • Jingyi Gu, Wenlu Du, A M Muntasir Rahman, Guiling Wang
In the field of portfolio management using reinforcement learn- ing, existing approaches have mainly focused on cash-only trading, overlooking the potential benefits and risks of margin trading.
no code implementations • 11 Aug 2023 • Wenlu Du, Ankan Dash, Jing Li, Hua Wei, Guiling Wang
Traffic management systems play a vital role in ensuring safe and efficient transportation on roads.
1 code implementation • 27 Feb 2023 • Jingyi Gu, Fadi P. Deek, Guiling Wang
Predicting the Stock movement attracts much attention from both industry and academia.
1 code implementation • 20 Nov 2022 • Wenlu Du, Junyi Ye, Jingyi Gu, Jing Li, Hua Wei, Guiling Wang
Traffic signal control is safety-critical for our daily life.
no code implementations • 1 Oct 2021 • Ankan Dash, Junyi Ye, Guiling Wang
Therefore in this article we provide a comprehensive overview of the applications of GANs in a wide variety of disciplines.
no code implementations • 7 Jun 2021 • Ankan Dash, Junyi Ye, Guiling Wang
For generating high resolution solar images we use the Pix2PixHD and Pix2Pix algorithms.
no code implementations • 13 May 2019 • Xiaoyuan Liang, Guiling Wang, Martin Renqiang Min, Yi Qi, Zhu Han
In spite of its importance, passenger demand prediction is a highly challenging problem, because the demand is simultaneously influenced by the complex interactions among many spatial and temporal factors and other external factors such as weather.
3 code implementations • 29 Mar 2018 • Xiaoyuan Liang, Xunsheng Du, Guiling Wang, Zhu Han
In terms of how to dynamically adjust traffic signals' duration, existing works either split the traffic signal into equal duration or extract limited traffic information from the real data.