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
1122 · May 202019922001200920172026
4 results for “delay-aware”
Delay-Aware Model-Based Reinforcement Learning for Continuous Controlcs.LG

Paper tackles action delays in reinforcement learning, proposing a delay-aware framework.

problem Action delays degrade reinforcement learning performance in real-world systems.
method Formal definition of delay-aware MDP, transformation into standard MDP with augmented states, delay-aware model-based reinforcement learning framework.
result Proposed framework is more efficient in training and transferable between systems with various delay durations.
reinforcement learningdelay-awaremodel-basedMarkov Decision Processmulti-step delay
2020-05-11abs ↗pdf ↗
Delay-Aware Multi-Agent Reinforcement Learning for Cooperative and Competitive Environmentscs.LG

Paper tackles delays in multi-agent reinforcement learning, improving performance.

problem Challenges in reinforcement learning due to delays in real-world systems.
method Proposes a novel framework for multi-agent reinforcement learning with delays, using Delay-Aware Markov Games and centralized-decentralized training.
result Demonstrates significant improvement in performance with delay-aware multi-agent reinforcement learning.
reinforcement learningmulti-agent systemsdelaysMarkov Gamesnon-stationarity
2020-05-11abs ↗pdf ↗