AI Research

AI & ML Research Papers

A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.

All Papers

2 papers

JournalIEEE Access2018

Deep Reinforcement Learning Paradigm for Performance Optimization of Channel Observation–Based MAC Protocols in Dense WLANs

Rashid Ali, Nurullah Shahin, Yousaf Bin Zikria, et al.

Proposes a deep reinforcement learning (Q-learning) based resource allocation mechanism (iQRA) to optimize channel observation-based MAC protocols in dense WLANs.

273Dec 18, 2018Reinforcement Learning

ConferenceAAAI Conference on Artificial Intelligence2016Featured

Deep Reinforcement Learning with Double Q-Learning

Hado van Hasselt, Arthur Guez, David Silver

This paper shows that DQN overestimates action values in Atari games and proposes a Double DQN algorithm that reduces overestimation and improves performance.

9.3kMar 2, 2016Reinforcement LearningNeural Networks

arXiv