| Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport | Jun 24, 2021 | Stock Prediction | CodeCode Available | 4 |
| AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment | Mar 30, 2021 | AutoMLStock Prediction | CodeCode Available | 3 |
| Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models | Feb 6, 2024 | Stock Prediction | CodeCode Available | 2 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 |
| Attention-based CNN-LSTM and XGBoost hybrid model for stock prediction | Apr 6, 2022 | PredictionStock Prediction | CodeCode Available | 2 |
| Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction | Aug 18, 2023 | Predictionregression | CodeCode Available | 1 |
| Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative Network | Feb 27, 2023 | PredictionStock Market Prediction | CodeCode Available | 1 |
| A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Predictions | May 1, 2022 | Adversarial AttackCombinatorial Optimization | CodeCode Available | 1 |
| Graph-Based Stock Recommendation by Time-Aware Relational Attention Network | Feb 1, 2022 | RelationStock Prediction | CodeCode Available | 1 |
| A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Prediction | Jan 16, 2022 | Adversarial AttackCombinatorial Optimization | CodeCode Available | 1 |
| Stock Movement Prediction Based on Bi-typed Hybrid-relational Market Knowledge Graph via Dual Attention Networks | Jan 11, 2022 | Implicit RelationsPrediction | CodeCode Available | 1 |
| Measuring Financial Time Series Similarity With a View to Identifying Profitable Stock Market Opportunities | Jul 7, 2021 | Future predictionPrediction | CodeCode Available | 1 |
| Price graphs: Utilizing the structural information of financial time series for stock prediction | Jun 4, 2021 | Stock PredictionTime Series | CodeCode Available | 1 |
| Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading | May 26, 2021 | ArticlesEvent Detection | CodeCode Available | 1 |
| Stock price prediction using Generative Adversarial Networks | Apr 2, 2021 | Fraud DetectionGenerative Adversarial Network | CodeCode Available | 1 |
| Multi-Graph Convolutional Network for Relationship-Driven Stock Movement Prediction | May 11, 2020 | Stock Prediction | CodeCode Available | 1 |
| Improving S&P stock prediction with time series stock similarity | Feb 8, 2020 | PredictionStock Market Prediction | CodeCode Available | 1 |
| FINN-GL: Generalized Mixed-Precision Extensions for FPGA-Accelerated LSTMs | Jun 25, 2025 | Sentiment AnalysisStock Prediction | —Unverified | 0 |
| Deep Learning Enhanced Multi-Day Turnover Quantitative Trading Algorithm for Chinese A-Share Market | Jun 3, 2025 | Stock Prediction | —Unverified | 0 |
| ExAnte: A Benchmark for Ex-Ante Inference in Large Language Models | May 26, 2025 | PredictionQuestion Answering | CodeCode Available | 0 |
| Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization | May 19, 2025 | Offline RLPortfolio Optimization | —Unverified | 0 |
| Evaluating Financial Sentiment Analysis with Annotators Instruction Assisted Prompting: Enhancing Contextual Interpretation and Stock Prediction Accuracy | May 9, 2025 | BenchmarkingSentiment Analysis | —Unverified | 0 |
| Transformer Encoder and Multi-features Time2Vec for Financial Prediction | Apr 18, 2025 | feature selectionStock Prediction | —Unverified | 0 |
| A Causal Perspective of Stock Prediction Models | Mar 26, 2025 | Causal DiscoveryDomain Generalization | —Unverified | 0 |
| Large language models in finance : what is financial sentiment? | Mar 5, 2025 | Algorithmic TradingDecision Making | —Unverified | 0 |
| Multi-Agent Stock Prediction Systems: Machine Learning Models, Simulations, and Real-Time Trading Strategies | Feb 21, 2025 | Stock PredictionStock Price Prediction | —Unverified | 0 |
| A Distillation-based Future-aware Graph Neural Network for Stock Trend Prediction | Feb 15, 2025 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Chinese Stock Prediction Based on a Multi-Modal Transformer Framework: Macro-Micro Information Fusion | Jan 28, 2025 | Graph AttentionStock Prediction | —Unverified | 0 |
| Stock Type Prediction Model Based on Hierarchical Graph Neural Network | Dec 9, 2024 | Graph Neural NetworkStock Prediction | —Unverified | 0 |
| GRU-PFG: Extract Inter-Stock Correlation from Stock Factors with Graph Neural Network | Nov 28, 2024 | Graph Neural NetworkPrediction | CodeCode Available | 0 |
| A Stock Price Prediction Approach Based on Time Series Decomposition and Multi-Scale CNN using OHLCT Images | Oct 25, 2024 | Stock PredictionStock Price Prediction | —Unverified | 0 |
| Leveraging Fundamental Analysis for Stock Trend Prediction for Profit | Oct 4, 2024 | Decision MakingPrediction | —Unverified | 0 |
| FLAG: Financial Long Document Classification via AMR-based GNN | Oct 2, 2024 | Abstract Meaning RepresentationDocument Classification | CodeCode Available | 0 |
| MCI-GRU: Stock Prediction Model Based on Multi-Head Cross-Attention and Improved GRU | Sep 25, 2024 | PredictionStock Prediction | —Unverified | 0 |
| Double-Path Adaptive-correlation Spatial-Temporal Inverted Transformer for Stock Time Series Forecasting | Sep 24, 2024 | Stock PredictionTime Series | —Unverified | 0 |
| Enhancing Few-Shot Stock Trend Prediction with Large Language Models | Jul 12, 2024 | DenoisingPrediction | —Unverified | 0 |
| StockGPT: A GenAI Model for Stock Prediction and Trading | Apr 7, 2024 | Stock Prediction | —Unverified | 0 |
| BERTopic-Driven Stock Market Predictions: Unraveling Sentiment Insights | Apr 2, 2024 | Financial AnalysisSentiment Analysis | —Unverified | 0 |
| Higher-order Graph Attention Network for Stock Selection with Joint Analysis | Jun 27, 2023 | Graph AttentionRelation | —Unverified | 0 |
| HireVAE: An Online and Adaptive Factor Model Based on Hierarchical and Regime-Switch VAE | Jun 5, 2023 | Open-Ended Question AnsweringStock Prediction | —Unverified | 0 |
| Support for Stock Trend Prediction Using Transformers and Sentiment Analysis | May 18, 2023 | Sentiment AnalysisStock Prediction | —Unverified | 0 |
| A novel prediction based portfolio optimization model using deep learning | Mar 1, 2023 | Portfolio OptimizationStock Prediction | —Unverified | 0 |
| Uncertainty Aware Trader-Company Method: Interpretable Stock Price Prediction Capturing Uncertainty | Oct 31, 2022 | PredictionStock Prediction | —Unverified | 0 |
| Quantitative Stock Investment by Routing Uncertainty-Aware Trading Experts: A Multi-Task Learning Approach | Jun 7, 2022 | Decision MakingMixture-of-Experts | —Unverified | 0 |
| Differential equation and probability inspired graph neural networks for latent variable learning | Feb 28, 2022 | Stock Predictiontext-classification | CodeCode Available | 0 |
| Machine Learning for Stock Prediction Based on Fundamental Analysis | Jan 26, 2022 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation | Jan 11, 2022 | Stock Market PredictionStock Prediction | CodeCode Available | 0 |
| Improving Nonparametric Classification via Local Radial Regression with an Application to Stock Prediction | Dec 28, 2021 | regressionStock Prediction | —Unverified | 0 |
| Multi-modal Attention Network for Stock Movements Prediction | Dec 27, 2021 | PredictionStock Prediction | CodeCode Available | 0 |
| Stock Movement Prediction Based on Bi-typed and Hybrid-relational Market Knowledge Graph via Dual Attention Networks | Nov 16, 2021 | PredictionStock Prediction | —Unverified | 0 |