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.

169,051 papers · 148 categories

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2 results for “SysAdmin”

Size Independent Neural Transfer for RDDL Planningcs.LG

Size-independent neural transfer for RDDL planning.

problem Sample inefficiency and time-consuming training for neural planners of RDDL MDPs.

method Two key innovations: state encoder and parameter-tied action decoder.

result Powerful transfer across problem sizes with superior learning curves.

RDDL planning neural transfer size independence SysAdmin Game Of Life

2019-02-08abs ↗pdf ↗

Model-based Multi-Agent Reinforcement Learning with Cooperative Prioritized Sweepingcs.LG

New algorithm learns efficiently in multi-agent settings.

problem Efficient learning in multi-agent Markov decision processes.

method Cooperative Prioritized Sweeping: model-based reinforcement learning with sample efficiency.

result Outperforms state-of-the-art on SysAdmin and randomized environments.

multi-agent reinforcement learning Cooperative Prioritized Sweeping sample efficiency Markov decision processes temporal difference learning

2020-01-15abs ↗pdf ↗