226 citations · 686 across the 13 of their papers we have counts for
Showing 2007Show all
3 papers · 1 filter
cs.LG2007★ 4 cited
Reinforcement Learning for Adaptive Routing
Leonid Peshkin, Virginia Savova
Reinforcement learning means learning a policy--a mapping of observations into actions--based on feedback from the environment. The learning can be viewed as browsing a set of poli…
cs.CL2007★ 6 cited
Dependency Parsing with Dynamic Bayesian Network
Virginia Savova, Leonid Peshkin
Exact parsing with finite state automata is deemed inappropriate because of the unbounded non-locality languages overwhelmingly exhibit. We propose a way to structure the parsing t…
cs.DS2007★ 16 cited
Structure induction by lossless graph compression
Leonid Peshkin
This work is motivated by the necessity to automate the discovery of structure in vast and evergrowing collection of relational data commonly represented as graphs, for example gen…