FinZero: Launching Multi-modal Financial Time Series Forecast with Large Reasoning Model
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Wang, Yanlong, Xu, Jian, Ma, Fei, Zhang, Hongkang, Yu, Hang, Gao, Tiantian, Wang, Yu, You, Haochen, Huang, Shao-Lun, Sun, Danny Dongning, Zhang, Xiao-Ping |
|---|---|
| Format: | Preprint |
| Publié: |
2025
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models
par: Wang, Yanlong, et autres
Publié: (2025)
par: Wang, Yanlong, et autres
Publié: (2025)
VIFO: Visual Feature Empowered Multivariate Time Series Forecasting with Cross-Modal Fusion
par: Wang, Yanlong, et autres
Publié: (2025)
par: Wang, Yanlong, et autres
Publié: (2025)
FactorMiner: A Self-Evolving Agent with Skills and Experience Memory for Financial Alpha Discovery
par: Wang, Yanlong, et autres
Publié: (2026)
par: Wang, Yanlong, et autres
Publié: (2026)
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting
par: Wang, Yanlong, et autres
Publié: (2024)
par: Wang, Yanlong, et autres
Publié: (2024)
Assessing Uncertainty in Stock Returns: A Gaussian Mixture Distribution-Based Method
par: Wang, Yanlong, et autres
Publié: (2025)
par: Wang, Yanlong, et autres
Publié: (2025)
FinSentLLM: Multi-LLM and Structured Semantic Signals for Enhanced Financial Sentiment Forecasting
par: Zhang, Zijian, et autres
Publié: (2025)
par: Zhang, Zijian, et autres
Publié: (2025)
FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making
par: Chen, Jiaxiang, et autres
Publié: (2025)
par: Chen, Jiaxiang, et autres
Publié: (2025)
From Consistency to Complementarity: Aligned and Disentangled Multi-modal Learning for Time Series Understanding and Reasoning
par: Ni, Hang, et autres
Publié: (2026)
par: Ni, Hang, et autres
Publié: (2026)
FinCast: A Foundation Model for Financial Time-Series Forecasting
par: Zhu, Zhuohang, et autres
Publié: (2025)
par: Zhu, Zhuohang, et autres
Publié: (2025)
Bridging Short- and Long-Term Dependencies: A CNN-Transformer Hybrid for Financial Time Series Forecasting
par: Tu, Tiantian
Publié: (2025)
par: Tu, Tiantian
Publié: (2025)
FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models
par: Lee, Seunghan, et autres
Publié: (2026)
par: Lee, Seunghan, et autres
Publié: (2026)
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
par: Hu, Yifan, et autres
Publié: (2025)
par: Hu, Yifan, et autres
Publié: (2025)
FinMaster: A Holistic Benchmark for Mastering Full-Pipeline Financial Workflows with LLMs
par: Jiang, Junzhe, et autres
Publié: (2025)
par: Jiang, Junzhe, et autres
Publié: (2025)
FinEvo: From Isolated Backtests to Ecological Market Games for Multi-Agent Financial Strategy Evolution
par: Zou, Mingxi, et autres
Publié: (2026)
par: Zou, Mingxi, et autres
Publié: (2026)
Adapting to the Unknown: Robust Meta-Learning for Zero-Shot Financial Time Series Forecasting
par: Liu, Anxian, et autres
Publié: (2025)
par: Liu, Anxian, et autres
Publié: (2025)
Selective Learning for Deep Time Series Forecasting
par: Fu, Yisong, et autres
Publié: (2025)
par: Fu, Yisong, et autres
Publié: (2025)
FinRule-Bench: A Benchmark for Joint Reasoning over Financial Tables and Principles
par: Malarkkan, Arun Vignesh, et autres
Publié: (2026)
par: Malarkkan, Arun Vignesh, et autres
Publié: (2026)
Multi-period Learning for Financial Time Series Forecasting
par: Zhang, Xu, et autres
Publié: (2025)
par: Zhang, Xu, et autres
Publié: (2025)
FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis
par: Xu, Wenyan, et autres
Publié: (2025)
par: Xu, Wenyan, et autres
Publié: (2025)
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing
par: Yu, Chengqing, et autres
Publié: (2024)
par: Yu, Chengqing, et autres
Publié: (2024)
FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning
par: Hu, Liang, et autres
Publié: (2025)
par: Hu, Liang, et autres
Publié: (2025)
FinMTM: A Multi-Turn Multimodal Benchmark for Financial Reasoning and Agent Evaluation
par: Zhang, Chenxi, et autres
Publié: (2026)
par: Zhang, Chenxi, et autres
Publié: (2026)
Zero-Shot Transfer Capabilities of the Sundial Foundation Model for Leaf Area Index Forecasting
par: Zhang, Peining, et autres
Publié: (2025)
par: Zhang, Peining, et autres
Publié: (2025)
FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models' Knowledge and Reasoning
par: Dou, Shaoyu, et autres
Publié: (2025)
par: Dou, Shaoyu, et autres
Publié: (2025)
FinDeepForecast: A Live Multi-Agent System for Benchmarking Deep Research Agents in Financial Forecasting
par: Li, Xiangyu, et autres
Publié: (2026)
par: Li, Xiangyu, et autres
Publié: (2026)
zkFinGPT: Zero-Knowledge Proofs for Financial Generative Pre-trained Transformers
par: Liu, Xiao-Yang, et autres
Publié: (2026)
par: Liu, Xiao-Yang, et autres
Publié: (2026)
FinDocMRE: A Benchmark for Document-Level Financial Multimodal Reasoning Evaluation
par: Zhu, Jiayong, et autres
Publié: (2026)
par: Zhu, Jiayong, et autres
Publié: (2026)
FinCARE: Financial Causal Analysis with Reasoning and Evidence
par: Michel, Alejandro, et autres
Publié: (2025)
par: Michel, Alejandro, et autres
Publié: (2025)
FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering
par: Zhou, Yixi, et autres
Publié: (2026)
par: Zhou, Yixi, et autres
Publié: (2026)
APT: Affine Prototype-Timestamp For Time Series Forecasting Under Distribution Shift
par: Li, Yujie, et autres
Publié: (2025)
par: Li, Yujie, et autres
Publié: (2025)
ARIES: Relation Assessment and Model Recommendation for Deep Time Series Forecasting
par: Wang, Fei, et autres
Publié: (2025)
par: Wang, Fei, et autres
Publié: (2025)
FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation
par: Luo, Junyu, et autres
Publié: (2025)
par: Luo, Junyu, et autres
Publié: (2025)
FinTeamExperts: Role Specialized MOEs For Financial Analysis
par: Yu, Yue, et autres
Publié: (2024)
par: Yu, Yue, et autres
Publié: (2024)
Integrating Inductive Biases in Transformers via Distillation for Financial Time Series Forecasting
par: Den, Yu-Chen, et autres
Publié: (2026)
par: Den, Yu-Chen, et autres
Publié: (2026)
Movement Prediction-Adjusted Naive Forecast: Is the Naive Baseline Unbeatable in Financial Time Series Forecasting?
par: Zhang, Cheng
Publié: (2024)
par: Zhang, Cheng
Publié: (2024)
Agentar-Fin-R1: Enhancing Financial Intelligence through Domain Expertise, Training Efficiency, and Advanced Reasoning
par: Zheng, Yanjun, et autres
Publié: (2025)
par: Zheng, Yanjun, et autres
Publié: (2025)
TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting
par: Zhang, Huanyu, et autres
Publié: (2024)
par: Zhang, Huanyu, et autres
Publié: (2024)
FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning
par: Xie, Zhuohan, et autres
Publié: (2025)
par: Xie, Zhuohan, et autres
Publié: (2025)
FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis
par: Cai, Tianshi, et autres
Publié: (2025)
par: Cai, Tianshi, et autres
Publié: (2025)
FinCoT: Grounding Chain-of-Thought in Expert Financial Reasoning
par: Nitarach, Natapong, et autres
Publié: (2025)
par: Nitarach, Natapong, et autres
Publié: (2025)
Documents similaires
-
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models
par: Wang, Yanlong, et autres
Publié: (2025) -
VIFO: Visual Feature Empowered Multivariate Time Series Forecasting with Cross-Modal Fusion
par: Wang, Yanlong, et autres
Publié: (2025) -
FactorMiner: A Self-Evolving Agent with Skills and Experience Memory for Financial Alpha Discovery
par: Wang, Yanlong, et autres
Publié: (2026) -
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting
par: Wang, Yanlong, et autres
Publié: (2024) -
Assessing Uncertainty in Stock Returns: A Gaussian Mixture Distribution-Based Method
par: Wang, Yanlong, et autres
Publié: (2025)