Self-Driving Portfolio Promise and Pitfalls

Date:

Share post:


Ang, A., Azimbayev, N., & Kim, A. (2026). The Self-Driving Portfolio: Agentic Architecture for Institutional Asset Management. arXiv, abs/2604.02279.

Bisconti, P., Galisai, M., Pierucci, F., Bracale, M., & Prandi, M. (2025). Beyond Single-Agent Safety: A Taxonomy of Risks in LLM-to-LLM Interactions. ArXiv, abs/2512.02682.

Cemri, M., et al. (2025). Why Do Multi-Agent LLM Systems Fail? ArXiv, abs/2503.13657.

Darwish, M., Hassanien, E., & Eissa, A. (2025). Stock Market Forecasting: From Traditional Predictive Models to Large Language Models. Computational Economics.

Eswaran, A., et al. (2026). CryptoAnalystBench: Failures in Multi-Tool Long-Form LLM Analysis. ArXiv, abs/2602.11304.

Hajaghaie, A., & Thulasiram, R. (2025). Leveraging Large Language Models and Retrieval-Augmented Generation for Enhanced Multi-Asset Portfolio Construction. IEEE CiFer 2025.

He, C., et al. (2025). Hierarchical AI Multi-Agent Fundamental Investing: Evidence from China’s A-Share Market. ArXiv, abs/2510.21147.

Heng, R., et al. (2025). Leveraging LLMs for Top-Down Sector Allocation in Automated Trading. ArXiv, abs/2503.09647.

Kim, S., & Lee, K. (2025). Multi-Asset Multi-Agent Reinforcement Learning for Portfolio Management. IEEE Access, 13.

Lee, J., Kim, R., Yi, S., & Kang, J. (2020). MAPS: Multi-Agent Reinforcement Learning-based Portfolio Management System. IJCAI 2020.

Raza, S., et al. (2025). TRiSM for Agentic AI. ArXiv, abs/2506.04133.

Reid, A., O’Callaghan, S., Carroll, L., & Caetano, T. (2025). Risk Analysis Techniques for Governed LLM-based Multi-Agent Systems. ArXiv, abs/2508.05687.

Roig, J. (2025). How Do LLMs Fail In Agentic Scenarios? ArXiv, abs/2512.07497.

Tian, C., & Zhang, Y. (2024). Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems.

Tong, X., Wei, L., & Yan, Z. (2026). Reliability Challenges of LLM Agents. Science and Technology of Engineering, Chemistry and Environmental Protection.

Vinay, V. (2025). Failure Modes in LLM Systems. ArXiv, abs/2511.19933.

Voronina, A., et al. (2025). Generative AI-enhanced Sector-based Investment Portfolio Construction. ArXiv, abs/2512.24526.

Vuković, D., Dekpo-Adza, S., & Matović, S. (2025). AI integration in financial services: a systematic review. Humanities and Social Sciences Communications, 12.

Wang, B. (2025). Empirical Evaluation of Large Language Models for Asset-Return Prediction.

Winder, P., Hildebrand, C., & Hartmann, J. (2025). Biased echoes: Large language models reinforce investment biases. PLOS One, 20.

Zhu, K., et al. (2025). Where LLM Agents Fail and How They can Learn From Failures. ArXiv, abs/2509.25370.

LEAVE A REPLY

Please enter your comment!
Please enter your name here

Related articles

Viking Therapeutics Trades Well Below Its Wall Street Targets. Here’s the Skeptics’ Case.

According to Yahoo! Finance, the consensus price target from analysts for Viking Therapeutics (VKTX +2.62%) is about $92,...

From BMG and Concord’s completed merger to Anthropic’s multi-billion-dollar lawsuit… it’s MBW’s Weekly Round-Up

Welcome to Music Business Worldwide’s Weekly Round-up – where we make sure you caught the five...

If You Don't Understand the Petrodollar, You Don't Understand Geopolitics

Trump's War in Iran has sparked global fears about the economy. If the Strait of Hormuz were to...