Deep Learning for Financial Applications : A Survey

9 February 2020

Papers citing "Deep Learning for Financial Applications : A Survey"

50 / 78 papers shown

Title
Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning Le-Trung Nguyen Ael Quélennec Van-Tam Nguyen Enzo Tartaglione 41 0 0 08 May 2025
Tabular Data Adapters: Improving Outlier Detection for Unlabeled Private Data Dayananda Herurkar Jörn Hees Vesselin Tzvetkov Andreas Dengel 38 0 0 29 Apr 2025
Financial Data Analysis with Robust Federated Logistic Regression Kun Yang Nikhil Krishnan Sanjeev Kulkarni FedML 67 0 0 28 Apr 2025
From Head to Tail: Efficient Black-box Model Inversion Attack via Long-tailed Learning Ziang Li Hongguang Zhang Juan Wang Meihui Chen Hongxin Hu Wenzhe Yi Xiaoyang Xu Mengda Yang Chenjun Ma 57 0 0 20 Mar 2025
The Role of Deep Learning in Financial Asset Management: A Systematic Review Pedro Reis Ana Paula Serra João Gama 34 1 0 03 Mar 2025
Advanced Chain-of-Thought Reasoning for Parameter Extraction from Documents Using Large Language Models Hong Cai Chen Y. Xu Yang Zhang 39 0 0 23 Feb 2025
Fully Test-time Adaptation for Tabular Data Zhi-Hua Zhou Kun-Yang Yu Lan-Zhe Guo Yu Li TTA LMTD 87 0 0 14 Dec 2024
Addressing Spectral Bias of Deep Neural Networks by Multi-Grade Deep Learning Ronglong Fang Yuesheng Xu 24 3 0 21 Oct 2024
MIBench: A Comprehensive Framework for Benchmarking Model Inversion Attack and Defense Yixiang Qiu Hongyao Yu Hao Fang Wenbo Yu Wenbo Yu Bin Chen Shu-Tao Xia Ke Xu Ke Xu AAML 30 1 0 07 Oct 2024
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 87 3 0 20 Aug 2024
PLUTUS: A Well Pre-trained Large Unified Transformer can Unveil Financial Time Series Regularities Yuanjian Xu Anxian Liu Jianing Hao Zhenzhuo Li Shichang Meng Guang Zhang AI4TS AIFin 31 0 0 19 Aug 2024
Predicting Stock Prices with FinBERT-LSTM: Integrating News Sentiment Analysis Wenjun Gu Yihao Zhong Shizun Li Changsong Wei Liting Dong Zhuoyue Wang Chao Yan AIFin 26 37 0 23 Jul 2024
TabularMark: Watermarking Tabular Datasets for Machine Learning Yihao Zheng Haocheng Xia Junyuan Pang Jinfei Liu Kui Ren Lingyang Chu Yang Cao Li Xiong 21 4 0 21 Jun 2024
CE-NAS: An End-to-End Carbon-Efficient Neural Architecture Search Framework Yiyang Zhao Yunzhuo Liu Bo Jiang Tian Guo 32 3 0 03 Jun 2024
Fin-Fed-OD: Federated Outlier Detection on Financial Tabular Data Dayananda Herurkar Sebastián M. Palacio Ahmed Anwar J¨orn Hees Andreas Dengel FedML 20 3 0 23 Apr 2024
Incremental Residual Concept Bottleneck Models Chenming Shang Shiji Zhou Hengyuan Zhang Xinzhe Ni Yujiu Yang Yuwang Wang 34 14 0 13 Apr 2024
Understanding Multimodal Deep Neural Networks: A Concept Selection View Chenming Shang Hengyuan Zhang Hao Wen Yujiu Yang 38 5 0 13 Apr 2024
Supervised Autoencoder MLP for Financial Time Series Forecasting Bartosz Bieganowski R. Ślepaczuk AI4TS 16 2 0 02 Apr 2024
Deep Reinforcement Learning and Mean-Variance Strategies for Responsible Portfolio Optimization Fernando Acero Parisa Zehtabi Nicolas Marchesotti Michael Cashmore Daniele Magazzeni Manuela Veloso OOD 19 1 0 25 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 43 35 0 29 Feb 2024
Enhanced Droplet Analysis Using Generative Adversarial Networks Tan-Hanh Pham Kim-Doang Nguyen 25 4 0 24 Feb 2024
Predictive Uncertainty Quantification via Risk Decompositions for Strictly Proper Scoring Rules Nikita Kotelevskii Maxim Panov PER UQCV UD 22 3 0 16 Feb 2024
MTRGL:Effective Temporal Correlation Discerning through Multi-modal Temporal Relational Graph Learning Junwei Su Shan Wu Jinhui Li AIFin 22 2 0 25 Jan 2024
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 12 4 0 04 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 26 16 0 01 Dec 2023
Forecasting Cryptocurrency Prices Using Deep Learning: Integrating Financial, Blockchain, and Text Data Vincent Gurgul Stefan Lessmann Wolfgang Karl Härdle 19 5 0 23 Nov 2023
GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution Detection Jinggang Chen Junjie Li Xiaoyang Qu Jianzong Wang Jiguang Wan Jing Xiao OODD 17 9 0 16 Nov 2023
Good Tools are Half the Work: Tool Usage in Deep Learning Projects Evangelia Panourgia Theodoros Plessas Ilias Balampanis D. Spinellis 22 0 0 29 Oct 2023
Axiomatic Aggregations of Abductive Explanations Gagan Biradar Yacine Izza Elita Lobo Vignesh Viswanathan Yair Zick FAtt 11 3 0 29 Sep 2023
Collaborative Distributed Machine Learning Sumit Kumar Jha Patrick Lincoln Sascha Rank A. Sunyaev 30 1 0 28 Sep 2023
Large Language Models in Finance: A Survey Yinheng Li Shaofei Wang Han Ding Hang Chen AIFin 22 172 0 28 Sep 2023
Unveiling the frontiers of deep learning: innovations shaping diverse domains Shams Forruque Ahmed Md. Sakib Bin Alam Maliha Kabir Shaila Afrin Sabiha Jannat Rafa Aanushka Mehjabin Amir H. Gandomi AI4CE 38 2 0 06 Sep 2023
Enhancing Energy-Awareness in Deep Learning through Fine-Grained Energy Measurement S. Rajput Tim Widmayer Ziyuan Shang M. Kechagia Federica Sarro Tushar Sharma 17 1 0 23 Aug 2023
LOB-Based Deep Learning Models for Stock Price Trend Prediction: A Benchmark Study Matteo Prata Giuseppe Masi Leonardo Berti Viviana Arrigoni Andrea Coletta Irene Cannistraci Svitlana Vyetrenko Paola Velardi N. Bartolini 14 8 0 05 Jul 2023
LLM-based Smart Reply (LSR): Enhancing Collaborative Performance with ChatGPT-mediated Smart Reply System Ashish Bastola Hongya Wang Judsen Hembree Pooja Yadav Zihao Gong Emma Dixon Abolfazl Razi Nathan J. Mcneese AI4MH 18 14 0 21 Jun 2023
Stock and market index prediction using Informer network Yu-Hsin Lu Hailong Zhang Qiwen Guo AIFin AI4TS 10 5 0 22 May 2023
Mechanical Property Design of Bio-compatible Mg alloys using Machine-Learning Algorithms Parham Valipoorsalimi Yuksel Asli Sari M. Pekguleryuz AI4CE 22 1 0 20 May 2023
Copula Variational LSTM for High-dimensional Cross-market Multivariate Dependence Modeling Jia Xu Longbin Cao AI4TS BDL 11 7 0 09 May 2023
Multi-Modal Deep Learning for Credit Rating Prediction Using Text and Numerical Data Streams M. Tavakoli Rohitash Chandra Fengrui Tian Cristián Bravo 19 8 0 21 Apr 2023
PowerGAN: A Machine Learning Approach for Power Side-Channel Attack on Compute-in-Memory Accelerators Ziyu Wang Yuting Wu Yongmo Park Sangmin Yoo Xinxin Wang Jason Eshraghian Wei D. Lu AAML 14 7 0 13 Apr 2023
An Interpretable Loan Credit Evaluation Method Based on Rule Representation Learner Zi-yu Chen Xiaomeng Wang Yuanjiang Huang Tao Jia 24 1 0 03 Apr 2023
ImageNet-E: Benchmarking Neural Network Robustness via Attribute Editing Xiaodan Li YueFeng Chen Yao Zhu Shuhui Wang Rong Zhang Hui Xue 21 24 0 30 Mar 2023
Provable Robustness for Streaming Models with a Sliding Window Aounon Kumar Vinu Sankar Sadasivan S. Feizi OOD AAML AI4TS 11 1 0 28 Mar 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 13 191 0 17 Mar 2023
MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs Huaizheng Zhang Yuanming Li Wencong Xiao Yizheng Huang Xing Di Jianxiong Yin Simon See Yong Luo C. Lau Yang You VLM 16 3 0 01 Jan 2023
Smart Agriculture : A Novel Multilevel Approach for Agricultural Risk Assessment over Unstructured Data Hasna Najmi M. Mikram Maryem Rhanoui Siham Yousfi 12 0 0 22 Nov 2022
Boosting Out-of-distribution Detection with Typical Features Yao Zhu YueFeng Chen Chuanlong Xie Xiaodan Li Rong Zhang Hui Xue Xiang Tian Bolun Zheng Yao-wu Chen OODD 76 50 0 09 Oct 2022
Model-Free Reinforcement Learning for Asset Allocation Adebayo Oshingbesan Eniola Ajiboye Peruth Kamashazi Timothy Mbaka OffRL 9 1 0 21 Sep 2022
Dynamic Time Warping based Adversarial Framework for Time-Series Domain Taha Belkhouja Yan Yan J. Doppa AAML AI4TS 19 25 0 09 Jul 2022
Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features Taha Belkhouja J. Doppa AAML AI4TS 17 11 0 09 Jul 2022