3 papers
cs.AI2026
VST: Verifiable Structured Transport for Auditable Agent-to-Agent Alpha Discovery
Yuqi Li, Siyuan Liu, Bingjun Liu
Agent-to-agent (A2A) alpha discovery is slowed by repeated feedback cycles between mining and evaluation agents, whose hand-offs, in contemporary LLM multi-agent systems, are free-…
cs.AI2026
AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution
Yuqi Li, Siyuan Liu, Bingjun Liu
Automated alpha mining holds the scoring function fixed and varies the search algorithm over it. A search that converges against a fixed scorer overfits whatever the scorer cannot…
cs.LG2026
PandaAI: A Practical Agent CQ2 for Neuro-symbolic Data Analysis And Integrated Decision-Making in Quantitative Finance
Yuqi Li, Siyuan Liu, Bingjun Liu
While deep learning has excelled in various domains, its application to sequential decision-making in finance remains challenging due to the low Signal-to-Noise Ratio (SNR) and non…