SOTAVerified

Stock Market Prediction

Papers

Showing 150 of 104 papers

TitleStatusHype
Qlib: An AI-oriented Quantitative Investment PlatformCode4
BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingCode3
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative FinanceCode3
Revisiting Pre-Trained Models for Chinese Natural Language ProcessingCode3
SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment AnalysisCode2
LERT: A Linguistically-motivated Pre-trained Language ModelCode2
PERT: Pre-training BERT with Permuted Language ModelCode2
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing ModelCode2
Fin-GAN: forecasting and classifying financial time series via generative adversarial networksCode2
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing ModelCode2
Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative NetworkCode1
A Modular Framework for Reinforcement Learning Optimal ExecutionCode1
Hidden Markov Models for Stock Market PredictionCode1
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company CorrelationsCode1
Effectiveness of Artificial Intelligence in Stock Market Prediction based on Machine LearningCode1
A Multifactor Analysis Model for Stock Market PredictionCode1
Trade the Event: Corporate Events Detection for News-Based Event-Driven TradingCode1
Sentiment Analysis of Twitter Data for Predicting Stock Market MovementsCode1
Stock price prediction using Generative Adversarial NetworksCode1
Market-GAN: Adding Control to Financial Market Data Generation with Semantic ContextCode1
Forecasting directional movements of stock prices for intraday trading using LSTM and random forestsCode1
SliceNStitch: Continuous CP Decomposition of Sparse Tensor StreamsCode1
Improving S&P stock prediction with time series stock similarityCode1
RoBERTa: A Robustly Optimized BERT Pretraining ApproachCode1
Applications of deep learning in stock market prediction: recent progressCode1
Discovering Bayesian Market Views for Intelligent Asset AllocationCode0
Twitter mood predicts the stock marketCode0
Temporal Relational Ranking for Stock PredictionCode0
Using Deep Learning Neural Networks and Candlestick Chart Representation to Predict Stock MarketCode0
Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series DataCode0
DDG-DA: Data Distribution Generation for Predictable Concept Drift AdaptationCode0
HATS: A Hierarchical Graph Attention Network for Stock Movement PredictionCode0
Stock Movement and Volatility Prediction from Tweets, Macroeconomic Factors and Historical PricesCode0
Stock Movement Prediction from Tweets and Historical PricesCode0
Global Stock Market Prediction Based on Stock Chart Images Using Deep Q-NetworkCode0
Sentiment Predictability for StocksCode0
Stock Price Correlation Coefficient Prediction with ARIMA-LSTM Hybrid ModelCode0
Predicting the Effects of News Sentiments on the Stock MarketCode0
Event Representation Learning Enhanced with External Commonsense KnowledgeCode0
Leveraging Financial News for Stock Trend Prediction with Attention-Based Recurrent Neural NetworkCode0
Learning Target-Specific Representations of Financial News Documents For Cumulative Abnormal Return PredictionCode0
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend PredictionCode0
Enhancing Financial Data Visualization for Investment Decision-Making0
Do Weibo platform experts perform better at predicting stock market?0
Distributed Stochastic Bandit Learning with Delayed Context Observation0
Ascertaining price formation in cryptocurrency markets with DeepLearning0
Distributed Multi-Task Learning for Stochastic Bandits with Context Distribution and Stage-wise Constraints0
HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction0
Dialog System Using Real-Time Crowdsourcing and Twitter Large-Scale Corpus0
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SRL&SDPG&FactorsAccuray75.4Unverified
2SDPG&FactorsAccuray73.12Unverified
3SRL&FactorsAccuray69.48Unverified
4Chinese Pert Large (News+Factors)Accuray67.37Unverified
5SRLAccuray66.89Unverified
6Chinese Lert Large (News+Factors)Accuray66.36Unverified
7SRL&SDPGAccuray66.1Unverified
8Chinese Pert Large (News)Accuray65.09Unverified
9Chinese Lert Large (News)Accuray64.37Unverified
10Factos OnlyAccuray63.74Unverified
#ModelMetricClaimedVerifiedStatus
1HOTF10.72Unverified
2MAN-SFF10.61Unverified
3StockNetF10.58Unverified
4Adversarial LSTMF10.57Unverified
5HATSF10.56Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMAverage daily returns0.64Unverified