5 papers · 1 filter
FinAcumen: Financial Multimodal Reasoning via Self-Evolving Experience Memory Harness
Pianran Guo, Pengcheng Zhou, Yucheng Jian +4
Financial multimodal reasoning requires agents to coordinate numerical computation, retrieval, visual interpretation, and temporal grounding across heterogeneous evidence sources.…
Agent Guide: A Simple Agent Behavioral Watermarking Framework
Kaibo Huang, Zipei Zhang, Zhongliang Yang +1
The increasing deployment of intelligent agents in digital ecosystems, such as social media platforms, has raised significant concerns about traceability and accountability, partic…
OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking
Yiding Ma, Chengyun Ruan, Kaibo Huang +2
Large language models are moving from static text generators toward real-world decision-support systems, where forecasting is a composite capability that links information gatherin…
ACF: A Collaborative Framework for Agent Covert Communication under Cognitive Asymmetry
Wansheng Wu, Kaibo Huang, Yukun Wei +2
As generative artificial intelligence evolves, autonomous agent networks present a powerful paradigm for interactive covert communication. However, because agents dynamically updat…
FactorEngine: A Program-level Knowledge-Infused Factor Mining Framework for Quantitative Investment
Qinhong Lin, Ruitao Feng, Yinglun Feng +7
We study alpha factor mining, the automated discovery of predictive signals from noisy, non-stationary market data-under a practical requirement that mined factors be directly exec…