On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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3 results for “market-aligned”

FinSMART: Financial Sentiment Analysis for Algorithmic Trading through Market-Aligned Reinforcement Learningcs.CL

FinSMART uses reinforcement learning to analyze financial sentiment, outperforming existing methods.

problem Limited adaptability of financial sentiment analysis to evolving market conditions.

method Market-aligned reinforcement learning framework that optimizes sentiment signals using realized market outcomes.

result Significantly outperforms existing state-of-the-art methods in profitability and sentiment signal quality.

financial sentiment analysis algorithmic trading reinforcement learning market-aligned sentiment signals

2026-07-30abs ↗pdf ↗

Hedging and Leveraging: Principal Portfolios of the Capital Asset Pricing Modelq-fin.PM

The principal portfolios of the standard Capital Asset Pricing Model (CAPM) are analyzed and found to have remarkable hedging and leveraging properties. Principal portfolios implement a recasting of any correlated asset set of N risky securities into an equivalent but uncorrelated set when short sales are allowed. Whil…

2013-06-20abs ↗pdf ↗

Are Whitepaper Claims Reflected in Market Structure? A Contamination-Aware Pipeline and a Power-Limited Nullq-fin.CP

Study finds no significant alignment between whitepaper claims and market structure.

problem Correlation between cryptocurrency whitepaper narratives and market behavior.

method Developed a contamination-aware pipeline for measuring structural correspondence, combining NLP classification and market statistics.

result No significant claims-market alignment detected in the sample.

cryptocurrency whitepapers market structure contamination NLP

2026-01-28abs ↗pdf ↗