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.

168,695 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Jun 201619922001200920172026
2 results for “Semi-MDPs”
Decentralized Reinforcement Learning: Global Decision-Making via Local Economic Transactionscs.LG

A decentralized approach for agents to learn and optimize collectively.

problem Challenges in coordinating non-cooperative agents to solve complex sequential decision problems.
method Designing a learning environment where agents learn by trading and optimizing local objectives, leading to a Nash equilibrium.
result Decentralized reinforcement learning algorithms that can handle various decision-making scenarios.
Decentralized Reinforcement LearningNash EquilibriumEconomic TransactionsSemi-MDPsTransfer Learning
2020-07-05abs ↗pdf ↗
Visualizing Dynamics: from t-SNE to SEMI-MDPsstat.ML

Deep Reinforcement Learning (DRL) is a trending field of research, showing great promise in many challenging problems such as playing Atari, solving Go and controlling robots. While DRL agents perform well in practice we are still missing the tools to analayze their performance and visualize the temporal abstractions t…

2016-06-22abs ↗pdf ↗