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.

168,695 papers · 148 categories

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3 results for “poaching”

Dual-Mandate Patrols: Multi-Armed Bandits for Green Securitycs.LG

Algorithm improves wildlife protection patrols.

problem Balancing exploration and exploitation in patrolling vast protected areas.

method Formulated as a stochastic multi-armed bandit problem, leveraging smoothness and decomposability.

result Algorithm LIZARD improves performance on real-world poaching data.

bandit algorithms wildlife protection poaching forest conservation patrol strategies

2020-09-14abs ↗pdf ↗

Targets in Reinforcement Learning to solve Stackelberg Security Gamescs.LG

RL models improve target control in SSGs for security applications.

problem Improving RL algorithms for target control in SSGs.

method Investigates improvements to target representations in RL algorithms.

result Enhanced RL models control targets better in SSGs.

Reinforcement Learning Stackelberg Security Games Target Control Security Applications

2022-11-30abs ↗pdf ↗

Artificial Replay: A Meta-Algorithm for Harnessing Historical Data in Banditscs.LG

ArtificialReplay improves data efficiency in bandits using historical data.

problem Data inefficiency in warm-starting bandit algorithms.

method ArtificialReplay, a meta-algorithm for incorporating historical data into any bandit algorithm.

result ArtificialReplay uses only a fraction of historical data compared to a full warm-start approach, achieving identical regret.

bandits historical data meta-algorithm data efficiency regret

2022-09-30abs ↗pdf ↗