Cover Image

FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Jiaxiang, Zou, Mingxi, Wang, Zhuo, Wang, Qifan, Sun, Dongning, Zhang, Chi, Xu, Zenglin
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence Computational Finance
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FinEvo: From Isolated Backtests to Ecological Market Games for Multi-Agent Financial Strategy Evolution
by: Zou, Mingxi, et al.
Published: (2026)

Guideline Forest: Retrieval-Augmented Reasoning with Branching Experience-Induced Guidelines
by: Chen, Jiaxiang, et al.
Published: (2025)

FinZero: Launching Multi-modal Financial Time Series Forecast with Large Reasoning Model
by: Wang, Yanlong, et al.
Published: (2025)

DARC: Disagreement-Aware Alignment via Risk-Constrained Decoding
by: Zou, Mingxi, et al.
Published: (2026)

FinMaster: A Holistic Benchmark for Mastering Full-Pipeline Financial Workflows with LLMs
by: Jiang, Junzhe, et al.
Published: (2025)

Risk-Aware Financial Forecasting Enhanced by Machine Learning and Intuitionistic Fuzzy Multi-Criteria Decision-Making
by: Turgay, Safiye, et al.
Published: (2025)

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging
by: Tang, Zichen, et al.
Published: (2025)

FinCARE: Financial Causal Analysis with Reasoning and Evidence
by: Michel, Alejandro, et al.
Published: (2025)

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models
by: Yang, Yuzhe, et al.
Published: (2024)

FinDocMRE: A Benchmark for Document-Level Financial Multimodal Reasoning Evaluation
by: Zhu, Jiayong, et al.
Published: (2026)

From Implicit Exploration to Structured Reasoning: Leveraging Guideline and Refinement for LLMs
by: Chen, Jiaxiang, et al.
Published: (2025)

FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation
by: Tang, Zichen, et al.
Published: (2025)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
by: Li, Haohang, et al.
Published: (2024)

FinBoardBench: Benchmarking Dynamic Wealth Management and Strategic Financial Reasoning of LLMs via Board Game Simulations
by: Hu, Xuesi, et al.
Published: (2026)

Transforming Investment Strategies and Strategic Decision-Making: Unveiling a Novel Methodology for Enhanced Performance and Risk Management in Financial Markets
by: Tian, Tian, et al.
Published: (2024)

FinVerse: An Autonomous Agent System for Versatile Financial Analysis
by: An, Siyu, et al.
Published: (2024)

FinArena: A Human-Agent Collaboration Framework for Financial Market Analysis and Forecasting
by: Xu, Congluo, et al.
Published: (2025)

Open FinLLM Leaderboard: Towards Financial AI Readiness
by: Lin, Shengyuan Colin, et al.
Published: (2025)

FinTradeBench: A Financial Reasoning Benchmark for LLMs
by: Agrawal, Yogesh, et al.
Published: (2026)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
by: Huang, Jimin, et al.
Published: (2024)

GrifFinNet: A Graph-Relation Integrated Transformer for Financial Predictions
by: Dai, Chenlanhui, et al.
Published: (2025)

FinReflectKG -- MultiHop: Financial QA Benchmark for Reasoning with Knowledge Graph Evidence
by: Arun, Abhinav, et al.
Published: (2025)

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis
by: Xu, Wenyan, et al.
Published: (2025)

FinRule-Bench: A Benchmark for Joint Reasoning over Financial Tables and Principles
by: Malarkkan, Arun Vignesh, et al.
Published: (2026)

Integrating Generative AI into Financial Market Prediction for Improved Decision Making
by: Che, Chang, et al.
Published: (2024)

Reinforcement Learning in Financial Decision Making: A Systematic Review of Performance, Challenges, and Implementation Strategies
by: Hoque, Mohammad Rezoanul, et al.
Published: (2025)

RealFin: How Well Do LLMs Reason About Finance When Users Leave Things Unsaid?
by: Dai, Yuyang, et al.
Published: (2026)

Fusing LLMs and KGs for Formal Causal Reasoning behind Financial Risk Contagion
by: Yu, Guanyuan, et al.
Published: (2024)

Exploring Cognitive Attributes in Financial Decision-Making
by: Mainali, Mallika, et al.
Published: (2025)

FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval
by: Li, Ying, et al.
Published: (2025)

Enhancing Financial Decision-Making: Machine Learning and AI-Powered Predictions and Analysis
by: Patil, Vishal, et al.
Published: (2025)

FinRL Contests: Benchmarking Data-driven Financial Reinforcement Learning Agents
by: Wang, Keyi, et al.
Published: (2025)

Financial sentiment analysis using FinBERT with application in predicting stock movement
by: Jiang, Tingsong, et al.
Published: (2023)

CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation
by: Tanaka, Yuki, et al.
Published: (2025)

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information
by: Wang, Yan, et al.
Published: (2025)

A K-means Algorithm for Financial Market Risk Forecasting
by: Xu, Jinxin, et al.
Published: (2024)

FinMTM: A Multi-Turn Multimodal Benchmark for Financial Reasoning and Agent Evaluation
by: Zhang, Chenxi, et al.
Published: (2026)

FinSentLLM: Multi-LLM and Structured Semantic Signals for Enhanced Financial Sentiment Forecasting
by: Zhang, Zijian, et al.
Published: (2025)

FinReflectKG: Agentic Construction and Evaluation of Financial Knowledge Graphs
by: Arun, Abhinav, et al.
Published: (2025)

Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory
by: Zou, Mingxi, et al.
Published: (2026)