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.

169,181 papers · 148 categories

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3 results for “boredom”

Boredom-driven curious learning by Homeo-Heterostatic Value Gradientscs.AI

HHVG algorithm reconciles boredom and curiosity for better exploration and learning.

problem Effective exploration and superior forward model learning.

method Homeo-Heterostatic Value Gradients (HHVG) algorithm.

result Boredom-enabled agents consistently outperform curious or explorative agents in model building benchmarks.

HHVG boredom curiosity exploration forward model learning

2018-06-05abs ↗pdf ↗

Fatigue-aware Bandits for Dependent Click Modelscs.LG

A new model considers fatigue in online content recommendation systems.

problem Fatigue in users due to overexposure and boredom from similar recommendations.

method Proposed a fatigue-aware Dependent Click Model (DCM) and two learning algorithms.

result Developed algorithms with regret bounds for learning content relevance and fatigue effects.

recommender systems online learning user fatigue content recommendation regret bounds

2020-08-22abs ↗pdf ↗

Preference Dynamics Under Personalized Recommendationscs.LG

New study shows personalized content recommendations can lead to polarization of user preferences.

problem Personalized content recommendations can alter user preferences, leading to polarization.

method Used a model of preference dynamics to explore how personalized content affects user preferences.

result Standard reward maximization algorithms achieve only constant regret in personalized recommendation environments.

preference dynamics personalized content polarization user preferences regret minimization

2022-05-25abs ↗pdf ↗