AI in Finance: Challenges, Techniques and Opportunities

20 July 2021

Papers citing "AI in Finance: Challenges, Techniques and Opportunities"

46 / 46 papers shown

Title
Latte: Transfering LLMs` Latent-level Knowledge for Few-shot Tabular Learning Ruxue Shi Hengrui Gu Hangting Ye Yiwei Dai Xu Shen Xin Wang LMTD 63 0 0 08 May 2025
Financial Data Analysis with Robust Federated Logistic Regression Kun Yang Nikhil Krishnan Sanjeev Kulkarni FedML 67 0 0 28 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 49 2 0 23 Apr 2025
$AI, Help Me Think$\unicode{x2014}$but for Myself: Assisting People in Complex Decision-Making by Providing Different Kinds of Cognitive Support$ AI, Help Me Think $\unicode{x2014}$ but for Myself: Assisting People in Complex Decision-Making by Providing Different Kinds of Cognitive Support Leon Reicherts Z. Zhang Elisabeth von Oswald Yuanting Liu Yvonne Rogers Mariam Hassib 37 1 0 09 Apr 2025
Structured Knowledge Accumulation: The Principle of Entropic Least Action in Forward-Only Neural Learning Bouarfa Mahi Quantiota 38 0 0 04 Apr 2025
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation Yifan Feng Hao Hu Xingliang Hou Shiquan Liu Shihui Ying S. Du Han Hu Yue Gao 39 0 0 30 Mar 2025
RobustX: Robust Counterfactual Explanations Made Easy Junqi Jiang Luca Marzari Aaryan Purohit Francesco Leofante CML 58 0 0 20 Feb 2025
As Confidence Aligns: Exploring the Effect of AI Confidence on Human Self-confidence in Human-AI Decision Making Jingshu Li Yitian Yang Q. Vera Liao Junti Zhang Yi-Chieh Lee 30 0 0 22 Jan 2025
FANAL -- Financial Activity News Alerting Language Modeling Framework Urjitkumar Patel Fang-Chun Yeh Chinmay Gondhalekar Hari Nalluri AIFin 69 0 0 04 Dec 2024
MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting Yangyang Shi Qianqian Ren Yong Liu Jianguo Sun AI4TS 69 0 0 26 Nov 2024
Establishing and Evaluating Trustworthy AI: Overview and Research Challenges Dominik Kowald S. Scher Viktoria Pammer-Schindler Peter Müllner Kerstin Waxnegger ... Andreas Truegler Eduardo E. Veas Roman Kern Tomislav Nad Simone Kopeinik 36 3 0 15 Nov 2024
Opportunities and Challenges of Generative-AI in Finance Akshar Prabhu Desai Ganesh Satish Mallya Mohammad Luqman Tejasvi Ravi Nithya Kota Pranjul Yadav AIFin 42 2 0 21 Oct 2024
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility Luigi Bellomarini Costanza Catalano Andrea Coletta Michela Iezzi Pierangela Samarati 21 0 0 16 Oct 2024
Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models Litton J. Kurisinkel Pruthwik Mishra Yue Zhang 39 4 0 04 Jul 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data Andrej Tschalzev Sascha Marton Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt LMTD 42 4 0 02 Jul 2024
Beyond Recommendations: From Backward to Forward AI Support of Pilots' Decision-Making Process Z. Zhang Sebastian S. Feger Lucas Dullenkopf Rulu Liao Lukas Süsslin Yuanting Liu Andreas Butz 47 4 0 13 Jun 2024
Editable Concept Bottleneck Models Lijie Hu Chenyang Ren Zhengyu Hu Cheng-Long Wang Di Wang Hui Xiong Jingfeng Zhang Di Wang 34 3 0 24 May 2024
FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models Hongyang Yang Boyu Zhang Neng Wang Cheng Guo Xiaoli Zhang ... Junlin Wang Tianyu Zhou Mao Guan Runjia Zhang Chris Wang AIFin AI4CE 45 10 1 23 May 2024
Contestable AI needs Computational Argumentation Francesco Leofante Hamed Ayoobi Adam Dejl Gabriel Freedman Deniz Gorur ... Anna Rapberger Fabrizio Russo Xiang Yin Dekai Zhang Francesca Toni 30 3 0 17 May 2024
FinBen: A Holistic Financial Benchmark for Large Language Models Qianqian Xie Weiguang Han Zhengyu Chen Ruoyu Xiang Xiao Zhang ... Yanzhao Lai Hao Wang Min Peng Sophia Ananiadou Jimin Huang AIFin 42 32 0 20 Feb 2024
AI in ESG for Financial Institutions: An Industrial Survey Jun Xu 17 6 0 03 Feb 2024
AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity Xunkai Li Zhengyu Wu Wentao Zhang Henan Sun Ronghua Li Guoren Wang FedML 40 8 0 22 Jan 2024
Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection A. Abadi Bradley Doyle Francesco Gini Kieron Guinamard S. K. Murakonda ... S. Murdoch Mohammad Naseri Hector Page George Theodorakopoulos Suzanne Weller 44 6 0 19 Jan 2024
Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs Zhaonian Zhang Richard M. Jiang 49 2 0 13 Jan 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting Wanlin Cai Yuxuan Liang Xianggen Liu Jianshuai Feng Yuankai Wu AI4TS 38 73 0 31 Dec 2023
Is Ignorance Bliss? The Role of Post Hoc Explanation Faithfulness and Alignment in Model Trust in Laypeople and Domain Experts Tessa Han Yasha Ektefaie Maha Farhat Marinka Zitnik Himabindu Lakkaraju FAtt 11 2 0 09 Dec 2023
Large Language Models in Law: A Survey Jinqi Lai Wensheng Gan Jiayang Wu Zhenlian Qi Philip S. Yu ELM AILaw 34 72 0 26 Nov 2023
Tabular Few-Shot Generalization Across Heterogeneous Feature Spaces Max Zhu Katarzyna Kobalczyk Andrija Petrović Mladen Nikolic M. Schaar Boris Delibasic Petro Lio 25 2 0 16 Nov 2023
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 32 189 0 30 Oct 2023
The AI Revolution: Opportunities and Challenges for the Finance Sector Carsten Maple Lukasz Szpruch Gregory Epiphaniou Kalina S. Staykova Simran Singh William Penwarden Yisi Wen Zijian Wang Jagdish Hariharan Pavle Avramović AIFin 22 32 0 31 Aug 2023
The Promise and Peril of Artificial Intelligence -- Violet Teaming Offers a Balanced Path Forward A. Titus Adam Russell 36 1 0 28 Aug 2023
Diffusion-based Visual Counterfactual Explanations -- Towards Systematic Quantitative Evaluation Philipp Vaeth Alexander M. Fruehwald Benjamin Paassen Magda Gregorova DiffM 37 4 0 11 Aug 2023
Modeling Inverse Demand Function with Explainable Dual Neural Networks Zhiyu Cao Zihan Chen P. Mishra Hamed Amini Zachary Feinstein 30 2 0 26 Jul 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 22 8 0 05 Jul 2023
Copula Variational LSTM for High-dimensional Cross-market Multivariate Dependence Modeling Jia Xu Longbin Cao AI4TS BDL 19 7 0 09 May 2023
Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity Terry Yue Zhuo Yujin Huang Chunyang Chen Zhenchang Xing SILM 36 102 0 30 Jan 2023
On Explainability in AI-Solutions: A Cross-Domain Survey S. D. Antón Daniel Schneider Hans D. Schotten 20 2 0 11 Oct 2022
Symbolic Explanation of Affinity-Based Reinforcement Learning Agents with Markov Models Charl Maree C. Omlin 24 0 0 26 Aug 2022
Error Parity Fairness: Testing for Group Fairness in Regression Tasks Furkan Gursoy I. Kakadiaris 25 4 0 16 Aug 2022
Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post Hoc Explanations Tessa Han Suraj Srinivas Himabindu Lakkaraju FAtt 37 87 0 02 Jun 2022
Reinforcement Learning with Intrinsic Affinity for Personalized Prosperity Management Charl Maree C. Omlin 35 1 0 20 Apr 2022
Can Interpretable Reinforcement Learning Manage Prosperity Your Way? Charl Maree C. Omlin AIFin 13 6 0 18 Feb 2022
Understanding Spending Behavior: Recurrent Neural Network Explanation and Interpretation Charl Maree C. Omlin AI4TS 24 5 0 24 Sep 2021
Data science and AI in FinTech: An overview LongBing Cao Qiang Yang Philip S. Yu AIFin 21 88 0 10 Jul 2020
Coupling Learning of Complex Interactions LongBing Cao 38 134 0 01 Jul 2020