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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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2 results for “DCBO”

Developing Optimal Causal Cyber-Defence Agents via Cyber Security Simulationcs.CR

The paper uses a simulator and optimisation to defend against cyber threats.

problem Defending against cyber threats in simulated networks.

method Dynamic causal Bayesian optimisation (DCBO) integrated with a cyber security simulator.

result DCBO optimally reduces the cost of intrusions in simulated networks.

cyber security cyber defence optimisation DCBO simulation

2022-07-25abs ↗pdf ↗

Dynamic Causal Bayesian Optimizationstat.ML

DCBO optimizes interventions in evolving causal systems.

problem Optimal interventions in time-varying causal systems.

method Combines sequential decision making, causal inference, and GP emulation.

result DCBO identifies optimal interventions faster than competitors.

causal inference sequential decision making dynamic optimization Bayesian optimization Gaussian process

2021-10-26abs ↗pdf ↗