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.

169,341 papers · 148 categories

Trend · papers per month

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2 results for “serendipity”

Serendipity and strategy in rapid innovationphysics.soc-ph

Innovation is a mix of planned strategies and unexpected serendipity.

problem Understanding what drives innovation in organizations.

method Mathematical analysis of innovation as a search process for viable designs.

result Serendipity and strategic innovation are interconnected as the importance of component building blocks changes over time.

innovation serendipity strategic evolution mathematics

2016-07-19abs ↗pdf ↗

Towards Bursting Filter Bubble via Contextual Risks and Uncertaintiesstat.ML

The study proposes a Bayesian model to avoid filter bubbles by recommending articles with high uncertainty.

problem Filter bubbles limit exposure to diverse viewpoints, harming long-term user experiences.

method A Bayesian model of uncertainty-aware scoring and ranking for news articles is proposed. The model uses a Beta-distributed random variable conditional on context features.

result The proposed estimator outperforms existing algorithms in identifying successful outliers, improving personalized targeting of exceptional articles.

filter bubble personalized news recommendation Bayesian model uncertainty contextual risks

2017-06-30abs ↗pdf ↗