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.

168,657 papers · 148 categories

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2 results for “minigame”

Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraftcs.LG

Improved reinforcement learning in Minecraft with human demonstrations.

problem Sample inefficiency in reinforcement learning.

method Training policy networks on human demonstrations first, then fine-tuning with reinforcement learning.

result Best agent achieved a mean score of 48 in Minecraft.

reinforcement learning Minecraft human demonstrations sample efficiency minigame

2020-03-12abs ↗pdf ↗

Using Fractal Neural Networks to Play SimCity 1 and Conway's Game of Life at Variable Scalescs.LG

We introduce gym-city, a Reinforcement Learning environment that uses SimCity 1's game engine to simulate an urban environment, wherein agents might seek to optimize one or a combination of any number of city-wide metrics, on gameboards of various sizes. We focus on population, and analyze our agents' ability to genera…

2020-01-29abs ↗pdf ↗