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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.

168,742 papers · 148 categories

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2 results for “ROMDP”

PAC Reinforcement Learning without Real-World Feedbackcs.LG

Study reduces real-world sample complexity for reinforcement learning.

problem Decrease real-world sample complexity in reinforcement learning.

method Formulates a theoretical framework for Sim-to-Real reinforcement learning using ROMDPs.

result Establishes real-world sample complexity guarantees smaller than direct learning.

reinforcement learning sim-to-real ROMDP sample complexity

2019-09-23abs ↗pdf ↗

Reinforcement Learning in Rich-Observation MDPs using Spectral Methodscs.AI

Reinforcement learning (RL) in Markov decision processes (MDPs) with large state spaces is a challenging problem. The performance of standard RL algorithms degrades drastically with the dimensionality of state space. However, in practice, these large MDPs typically incorporate a latent or hidden low-dimensional structu…

2016-11-11abs ↗pdf ↗