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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.

169,051 papers · 148 categories

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2 results for “Mini-RTS”

Neural Fictitious Self-Play on ELF Mini-RTScs.LG

Paper applies NFSP to Mini-RTS, a small RTS game.

problem Applying AI to RTS games due to their multi-agent nature.

method Neural Fictitious Self-Play (NFSP) combined with policy gradient reinforcement learning.

result NFSP can be effectively applied to Mini-RTS and improved with pretraining.

Neural Fictitious Self-Play RTS games Mini-RTS Game-theoretic approach Policy gradient reinforcement learning

2019-02-06abs ↗pdf ↗

Improving Fictitious Play Reinforcement Learning with Expanding Modelscs.LG

Expanding models in neural fictitious play improves reinforcement learning efficiency and robustness.

problem Forgetting old opponents after training new ones in reinforcement learning.

method Train a single model with sub-models and a selector, expanding the model with new sub-models and updating the selector to maintain a behavior strategy.

result Improves learning efficiency and robustness of neural fictitious play.

reinforcement learning fictitious play neural networks model expansion behavior strategy

2019-11-27abs ↗pdf ↗