Research
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

Trend · papers per month

count% of corpus
0111 · Jul 201819922001200920182026
1 result for “TUCRL”
Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processescs.LG

TUCRL efficiently explores and exploits in non-communicating MDPs without prior knowledge.

problem Efficient exploration-exploitation in non-communicating Markov Decision Processes (MDPs).
method Introduces TUCRL, the first algorithm for efficient exploration-exploitation in any finite MDP without prior knowledge.
result Derives a O~(DextttCΓextttCSextttCAT)\widetilde{O}(D^{ exttt{C}} \sqrt{Γ^{ exttt{C}} S^{ exttt{C}} AT}) regret bound for weakly-communicating MDPs.
TUCRLexploration-exploitationnon-communicating MDPsregret boundMarkov Decision Processes
2018-07-06abs ↗pdf ↗