Financial Time Series

Latest papers 63

All topics
CardsList
  1. HAN-Mamba: Hierarchical Selective State Space Networks for Multi-Scale Financial Volatility Forecasting

    Oct 7, 2026Mihai Bogdan Deaconu, Ioan Daniel PopTime Series ForecastingFinancial Time Series

  2. Towards Financial World Modeling

    Oct 6, 2026Humzah Merchant, Alec Guthrie, Simon Mahns +2Representation LearningTime Series Representation Learning

  3. VertiFuseX: Generalizable Financial Forecasting via Multi-Stream Temporal Fusion

    Sep 14, 2026Aashish Bohra, Vivek VijayFinancial ForecastingNon-Stationary Time Series Forecasting

  4. A Hybrid LSTM-XGBoost Framework for Multi-Horizon Stock Return Prediction Across Diversified Equity Portfolios

    Sep 14, 2026Seif ElDein Mostafa, Yahia Ahmed, Farah Datwish +1Financial ForecastingTime Series Forecasting

  5. An Open-Source, Event-Driven Pipeline for Cryptocurrency Market Data: Ingestion, Forecasting, and On-Chain Fraud Detection

    Aug 30, 2026Basil Sajid Shaikh, Melrick Mascarenhas, Nuzhat Faiz ShaikhFinancial Fraud DetectionFinancial Time Series

  6. DYSANOS Generative Dynamic Smooth Arbitrage-free Non-parametric Option Surfaces

    Aug 12, 2026Hans Buehler, Blanka Horvath, Anastasis Kratsios +1Quantitative FinanceGenerative Modeling

  7. Calibration Bets on the Past: Post-Training Quantization for Financial Time-Series Forecasting

    Aug 12, 2026Junyi Ye, Ivy Gateri WanjikuFinancial Forecasting4-Bit Quantization

  8. Regime-Gated Residual Mixture-of-Experts for Cross-Sectional Volatility Forecasting

    Aug 12, 2026Junyi Ye, Gargi Vijay BordeQuantitative FinanceNon-Stationary Time Series Forecasting

  9. AI-Driven Multiscenario Interest Rate Forecasting: A Proof of Concept for Banking Asset Management

    Aug 12, 2026Ekkehardt Bauer, Dirk Holländer, Linus Wolff +3Multivariate Time Series ForecastingFinancial Time Series

  10. LabelFusion-TS: Fusing Large Language Models, Transformer Encoders, and Financial Time Series for Monetary-Policy Stance Classification

    Aug 12, 2026Michael Schlee, Fabian Lukassen, Christoph WeisserFinancial Sentiment AnalysisFinancial Time Series

  11. Long-Horizon Forecasting of Complete Financial Statements with Forma

    Aug 11, 2026Travis L. Johnson, Jiannan Jiang, Soumyabrata Chaudhuri +3Long-Term Time Series ForecastingFinancial Forecasting

  12. Hybrid Neural-Classical Correction for Frozen Time Series Foundation Models: A Comprehensive Ablation Study on High-Frequency Stock Prediction

    Aug 9, 2026Kasun Dewage, Suranadi De Silva, Shankhadeep MondalResidual LearningTime Series Forecasting

  13. FinVerse: Financial Time-Series Benchmark

    Aug 4, 2026Jaehoon Lee, Jun Seo, Seunghan Lee +9Benchmark DesignFinancial Forecasting

  14. Latent-Regime Bias Auditing for Volatility Forecasting

    Aug 3, 2026Arthur Chagas, Pedro Bento, Yan Aquino +3Time Series ForecastingFinancial Time Series

  15. LLM-Based vs. Lexicon-Based Sentiment Signals for Tail-Risk Detection in Meme Stocks

    Jul 27, 2026Paul Kilian, Markus KleffmannSocial Media AnalysisSentiment Analysis

  16. Extreme Volatility Warning under Label Scarcity via Multi-Source Anomaly Fusion

    Jul 26, 2026Jin Qian, Zhangzhi Xiong, Mingrui Li +1Multimodal Anomaly DetectionFinancial Time Series

  17. Bitcoin Price Direction Prediction via Regime-Aware Multi-Modal Fusion of Social Sentiment and Technical Features

    Jul 25, 2026Muhammad Abdullah HaroonQuantitative FinanceTime Series Classification

  18. Predictive Extrema, Unprofitable Policies: An AI-Assisted Audit of Candle-Based Binance Spot Timing Models

    Jul 21, 2026Ayoub JadouliQuantitative FinanceAlgorithmic Auditing

  19. Volatility-Aware Extreme Event Detection in High-Frequency Financial Markets

    Jul 20, 2026Maorufa Zaman, Haris Md SahedQuantitative FinanceFinancial Time Series

  20. A Comparative Analysis of Machine Learning Models for Long and Short-Term Forecasting of the Egyptian Stock Market: A Focus on EGX30

    Jul 15, 2026Muhammed Walid, Ahmed El-Naeimy, Hosam Moubarak +1Long-Term Time Series ForecastingRecurrent Neural Networks

  21. Macroeconomic Message Passing for Anticipating Foreign Exchange Regime Changes: A Deep Logical Learning Approach using Graph Tsetlin Machines

    Jul 7, 2026Christian Blakely, Melanie GilmoreQuantitative FinanceFinancial Time Series

  22. Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns

    Jun 29, 2026Sichao He, Yansong ZhangQuantitative FinanceFinancial Forecasting

  23. Fast Numbers, Slow Language: Bridging Quantitative and Qualitative Earnings Signals

    Jun 29, 2026Ding Yu, Zhuo Liu, Hao Zhang +1Quantitative FinanceFinancial Sentiment Analysis