Search Results for author: Farookh Hussain

Found 4 papers, 2 papers with code

Decoupling Exploration and Exploitation for Unsupervised Pre-training with Successor Features

no code implementations4 May 2024 Jaeyoon Kim, Junyu Xuan, Christy Liang, Farookh Hussain

Our suggested model is termed Non-Monolithic unsupervised Pre-training with Successor features (NMPS), which improves the performance of the original monolithic exploration method of pre-training with SFs.

An Autonomous Non-monolithic Agent with Multi-mode Exploration based on Options Framework

1 code implementation2 May 2023 Jaeyoon Kim, Junyu Xuan, Christy Liang, Farookh Hussain

The issue of `when' of a monolithic exploration in the usual RL exploration behaviour binds an exploratory action to an exploitational action of an agent.

Reinforcement Learning (RL)

CDRec: Cayley-Dickson Recommender

no code implementations16 Dec 2021 Anchen Li, Bo Yang, Huan Huo, Farookh Hussain

In this paper, we propose a recommendation framework named Cayley-Dickson Recommender.

Hierarchical Reinforcement Learning with Optimal Level Synchronization based on a Deep Generative Model

1 code implementation17 Jul 2021 Jaeyoon Kim, Junyu Xuan, Christy Liang, Farookh Hussain

We propose a novel HRL model supporting the optimal level synchronization using the off-policy correction technique with a deep generative model.

Hierarchical Reinforcement Learning reinforcement-learning +1

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