Alpha Market productization
finaXai is transitioning its research prototype into a customer-facing platform for strategy discovery, evaluation and monitoring, alongside an enterprise API path.
Explore the product →News, collaborations and publications
Updates from finaXai, selected collaborations and published work from the team
Company & collaboration updates
What finaXai is building and where we are working
Project MILA prototype
At Singapore FinTech Festival 2025, finaXai collaborated with Deutsche Bank and Nethermind on a prototype combining AI portfolio construction, tokenisation and smart-contract auditing.
See collaborations →AIDF incubator
finaXai is part of the AIDF incubator ecosystem, supporting connections to Singapore's AI and financial innovation community.
About finaXai →Selected publications
Financial AI research from our team
Published work by team members and their co-authors on financial reasoning, explainability, sentiment analysis and portfolio research.
12 publications
2026
Multi-agent SEA: Step-wise Evidence Acquisition for Multimodal Financial Reasoning
Information Fusion, 104550 (2026)
Read publication2025
Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation
Proceedings of EMNLP, 11411-11434 (2025)
Read publication2025
2025
A Comprehensive Review on Financial Explainable AI
Artificial Intelligence Review 58, 189 (2025)
Read publication2025
Combining LLM-Generated Knowledge Graphs with RAG for Financial Sentiment Extraction
Proceedings of ICDM, 2056-2063 (2025)
Read publication2025
A Retrieval-Augmented Multi-Agent System for Financial Sentiment Analysis
IEEE Intelligent Systems 40(2), 15-22 (2025)
Read publication2025
Natural Language Processing in Finance: A Survey
Information Fusion 115, 102755 (2025)
Read publication2024
A Cognitive Analysis of CEO Speeches and Their Effects on Stock Markets
Proceedings of the International Conference on Financial Technology (2024)
Read publication2024
An Evaluation of Reasoning Capabilities of Large Language Models in Financial Sentiment Analysis
Proceedings of IEEE CAI, 189-194 (2024)
Read publication2024
Financial Sentiment Analysis: Techniques and Applications
ACM Computing Surveys 56(9), 220 (2024)
Read publication2024
Explainable Stock Price Movement Prediction using Contrastive Learning
Proceedings of CIKM, 529-537 (2024)
Read publication2024
Quantitative Stock Portfolio Optimization by Multi-task Learning Risk and Return
Information Fusion 104, 102165 (2024)
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Further research already listed in finaXai material
Evaluation of post-hoc interpretability methods in time-series classification
Turbé H., Bjelogrlic M., Lovis C., Mengaldo G. (2023) · Nature Machine Intelligence 5(3), 250–260.
Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings
Han S., Mao R., Cambria E. (2022) · Proceedings of COLING.
SenticNet 8: Fusing emotion AI and commonsense AI for interpretable, trustworthy, and explainable affective computing
Cambria E., Zhang X., Mao R., Chen M., Kwok K. (2024) · Human-Computer Interaction conference proceedings.
Updates
ContactConnect with the team
Contact us about a publication, collaboration or institutional project.