AI Investment Frontier Deep Time-Series Models Need Deployment Diagnostics A new arXiv benchmark of deep time-series models for equity portfolios shows why investment AI builders should evaluate models through costs, constraints, and regret, not just raw forecasts.
AI Investment Frontier AI 策略需要黑箱审计层 A new arXiv paper by Irene Aldridge proposes a model-free way to audit sequential AI investment policies from observable inputs and outputs, shifting the question from backtest wins to policy regret.
AI Investment Frontier AI Strategies Need a Black-Box Audit Layer A new arXiv paper by Irene Aldridge proposes a model-free way to audit sequential AI investment policies from observable inputs and outputs, shifting the question from backtest wins to policy regret.
AI Investment Frontier 深度收益模型需要组合现实层 A new Journal of Empirical Finance paper on deep learning for market return predictability is a useful prompt to separate forecasting accuracy from deployable portfolio value.
AI Investment Frontier Deep Return Models Need a Portfolio Reality Layer A new Journal of Empirical Finance paper on deep learning for market return predictability is a useful prompt to separate forecasting accuracy from deployable portfolio value.
AI Investment Frontier 组合 LLM 需要相关性感知基准 A new arXiv benchmark tests LLM portfolio managers on cross-asset correlation, full-pipeline allocation, stress regimes, and error propagation.
AI Investment Frontier Portfolio LLMs Need Correlation-Aware Benchmarks A new arXiv benchmark tests LLM portfolio managers on cross-asset correlation, full-pipeline allocation, stress regimes, and error propagation.
AI Investment Frontier 财富 AI 需要组合理由引擎 BCG's same-day wealth-management report shows AI moving from advisor productivity into portfolio rationales, monitoring, and compliance workflows.
AI Investment Frontier Wealth AI Needs a Portfolio Rationale Engine BCG's same-day wealth-management report shows AI moving from advisor productivity into portfolio rationales, monitoring, and compliance workflows.
AI Investment Frontier AI Alpha 仍需通过治理测试 Mercer's new asset-management survey shows AI adoption is real, but return attribution is still scarce. The builder lesson is to instrument governance before claiming alpha.
AI Investment Frontier AI Alpha Still Has to Pass the Governance Test Mercer's new asset-management survey shows AI adoption is real, but return attribution is still scarce. The builder lesson is to instrument governance before claiming alpha.
AI Investment Frontier 数据质量是智能体投资的护城河 A fresh Clarity AI workflow note shows why agentic investment systems will be judged less by chat fluency and more by access, provenance, freshness, and methodology.
AI Investment Frontier Data Quality Is the Agentic Investing Moat A fresh Clarity AI workflow note shows why agentic investment systems will be judged less by chat fluency and more by access, provenance, freshness, and methodology.
AI Investment Frontier 风险模型需要瞬态因子 A new arXiv paper from Stanford and BlackRock researchers shows a practical way to extend an existing equity risk model with short-horizon statistical factors learned from realized returns.
AI Investment Frontier Risk Models Need Transient Factors A new arXiv paper from Stanford and BlackRock researchers shows a practical way to extend an existing equity risk model with short-horizon statistical factors learned from realized returns.
