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Bighead's Algorithm Notes
Bighead's Algorithm Notes
Mar 31, 2026 · Artificial Intelligence

Top AI-Driven Quantitative Finance Papers from AAAI 2026

This article curates and summarizes recent AI research papers presented at AAAI 2026 that advance quantitative finance, covering controllable market generation, LLM‑powered alpha factor mining, risk‑aware multi‑agent portfolio management, foundation models for market data, and reinforcement‑learning trading policies.

AIDiffusion ModelsFinancial Market Simulation
0 likes · 12 min read
Top AI-Driven Quantitative Finance Papers from AAAI 2026
Bighead's Algorithm Notes
Bighead's Algorithm Notes
Mar 22, 2026 · Artificial Intelligence

DigMA: Controllable Generation of Financial Market Data – A Deep Dive

This article reviews the DigMA model, which uses a diffusion‑guided meta‑agent to generate high‑fidelity, controllable order‑flow data for financial markets, details its problem formulation, architecture, training on Chinese stock datasets, extensive experiments—including reinforcement‑learning‑based high‑frequency trading evaluation—and demonstrates its superior accuracy and ultra‑low latency generation.

Controllable GenerationDiffusion ModelsFinancial Market Simulation
0 likes · 16 min read
DigMA: Controllable Generation of Financial Market Data – A Deep Dive