{"total":27,"rows":[{"id":"2310.10196","title":"Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook","created":"2023-10-16","cited_by_count":110,"area":null},{"id":"2211.15779","title":"Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature","created":"2022-11-28","cited_by_count":98,"area":null},{"id":"2111.15367","title":"A Review on Graph Neural Network Methods in Financial Applications","created":"2021-11-27","cited_by_count":78,"area":null},{"id":"2110.13716","title":"HIST: A Graph-based Framework for Stock Trend Forecasting via Mining Concept-Oriented Shared Information","created":"2021-10-26","cited_by_count":45,"area":null},{"id":"2102.07372","title":"REST: Relational Event-driven Stock Trend Forecasting","created":"2021-02-15","cited_by_count":30,"area":null},{"id":"2310.15978","title":"Graph Deep Learning for Time Series Forecasting","created":"2023-10-24","cited_by_count":26,"area":null},{"id":"2203.09205","title":"SoK: Differential Privacy on Graph-Structured Data","created":"2022-03-17","cited_by_count":10,"area":null},{"id":"2503.21422","title":"From Deep Learning to LLMs: A survey of AI in Quantitative Investment","created":"2025-03-27","cited_by_count":9,"area":null},{"id":"2203.03991","title":"Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series","created":"2022-03-08","cited_by_count":5,"area":null},{"id":"2106.10159","title":"FinGAT: Financial Graph Attention Networks for Recommending Top-K Profitable Stocks","created":"2021-06-18","cited_by_count":4,"area":null},{"id":"2111.11482","title":"Graph Neural Networks with Parallel Neighborhood Aggregations for Graph Classification","created":"2021-11-22","cited_by_count":4,"area":null},{"id":"2305.16364","title":"E2EAI: End-to-End Deep Learning Framework for Active Investing","created":"2023-05-25","cited_by_count":4,"area":null},{"id":"2308.04947","title":"Methods for Acquiring and Incorporating Knowledge into Stock Price Prediction: A Survey","created":"2023-08-09","cited_by_count":3,"area":null},{"id":"2407.03760","title":"GraphCNNpred: A stock market indices prediction using a Graph based deep learning system","created":"2024-07-04","cited_by_count":3,"area":null},{"id":"2412.04034","title":"Dynamic Graph Representation with Contrastive Learning for Financial Market Prediction: Integrating Temporal Evolution and Static Relations","created":"2024-12-05","cited_by_count":3,"area":null},{"id":"2108.02867","title":"Enterprise Analytics using Graph Database and Graph-based Deep Learning","created":"2021-08-05","cited_by_count":2,"area":null},{"id":"2302.13915","title":"TwERC: High Performance Ensembled Candidate Generation for Ads Recommendation at Twitter","created":"2023-02-27","cited_by_count":2,"area":null},{"id":"2502.15813","title":"Stock Price Prediction Using a Hybrid LSTM-GNN Model: Integrating Time-Series and Graph-Based Analysis","created":"2025-02-19","cited_by_count":2,"area":null},{"id":"2107.10397","title":"Improving COVID-19 Forecasting using eXogenous Variables","created":"2021-07-20","cited_by_count":1,"area":null},{"id":"2212.05916","title":"NETpred: Network-based modeling and prediction of multiple connected market indices","created":"2022-12-02","cited_by_count":1,"area":null},{"id":"2412.10540","title":"Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series Data","created":"2024-12-13","cited_by_count":1,"area":null},{"id":"2105.11376","title":"Can we imitate the principal investor's behavior to learn option price?","created":"2021-05-24","cited_by_count":0,"area":null},{"id":"2408.02899","title":"SETN: Stock Embedding Enhanced with Textual and Network Information","created":"2024-08-06","cited_by_count":0,"area":null},{"id":"2506.01945","title":"Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries","created":"2025-06-02","cited_by_count":0,"area":null},{"id":"2510.10775","title":"Structure Over Signal: A Globalized Approach to Multi-relational GNNs for Stock Prediction","created":"2025-10-12","cited_by_count":0,"area":null},{"id":"2512.08567","title":"A Hybrid Model for Stock Market Forecasting: Integrating News Sentiment and Time Series Data with Graph Neural Networks","created":"2025-12-09","cited_by_count":0,"area":null},{"id":"2604.24590","title":"Fraud Detection in Cryptocurrency Markets with Spatio-Temporal Graph Neural Networks","created":"2026-04-27","cited_by_count":0,"area":null}],"next_cursor":null}