SJTU-DMTai/MASTER

• hightopics#1

  Add specific topics for stock forecasting and ML

  原因：

  复制粘贴的修复

  复制

  stock-forecasting, transformer, financial-ml, time-series-prediction, deep-learning, machine-learning, aaai-2024, qlib

  待办完成忽略
• highabout#2

  Reposition the About description to emphasize core function

  原因：

  当前

  This is the official code and supplementary materials for our AAAI-2024 paper: MASTER: Market-Guided Stock Transformer for Stock Price Forecasting. MASTER is a stock transformer for stock price forecasting, which models the momentary and cross-time stock correlation and guide feature selection with market information.

  复制粘贴的修复

  复制

  MASTER: A stock transformer for accurate stock price forecasting, leveraging market guidance to model momentary and cross-time stock correlation and guide feature selection. Official code for our AAAI-2024 paper.

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL

  原因：

  复制粘贴的修复

  复制

  https://ojs.aaai.org/index.php/AAAI/article/view/27767

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to apply transformer architectures for accurate stock price forecasting with market guidance?

  你：未被推荐
  AI 推荐顺序：

  1. Alpha Vantage
  2. Quandl (now Nasdaq Data Link)
  3. Yahoo Finance API
  4. yfinance
  5. NewsAPI.org
  6. Twitter API
  7. SEC EDGAR Database
  8. Finnhub.io
  9. Pandas
  10. NLTK
  11. spaCy
  12. ta-lib
  13. VADER
  14. Hugging Face Transformers
  15. Flair
  16. Word2Vec
  17. GloVe
  18. BERT
  19. FinBERT
  20. PyTorch
  21. TensorFlow
  22. Keras
  23. GPT
  24. T5
  25. sklearn.model_selection.TimeSeriesSplit
  26. AdamW
  27. FastAPI
  28. Flask
  29. Docker
  30. AWS SageMaker
  31. Google Cloud AI Platform
  32. Azure Machine Learning
  33. LSTM
  34. ARIMA

  AI 推荐了 34 个替代方案，却始终没点名 SJTU-DMTai/MASTER。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking machine learning frameworks for financial time series prediction incorporating market signals.

  你：未被推荐
  AI 推荐顺序：

  1. PyTorch
  2. TensorFlow
  3. scikit-learn
  4. XGBoost
  5. LightGBM
  6. Statsmodels

  AI 推荐了 6 个替代方案，却始终没点名 SJTU-DMTai/MASTER。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of SJTU-DMTai/MASTER?

  pass
  ✓AI 明确点名了 SJTU-DMTai/MASTER

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts SJTU-DMTai/MASTER in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 SJTU-DMTai/MASTER

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo SJTU-DMTai/MASTER solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 SJTU-DMTai/MASTER

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？