Search Results for author: Stephen Kelly

Found 3 papers, 1 papers with code

Discovering Adaptable Symbolic Algorithms from Scratch

no code implementations31 Jul 2023 Stephen Kelly, Daniel S. Park, Xingyou Song, Mitchell McIntire, Pranav Nashikkar, Ritam Guha, Wolfgang Banzhaf, Kalyanmoy Deb, Vishnu Naresh Boddeti, Jie Tan, Esteban Real

We evolve modular policies that tune their model parameters and alter their inference algorithm on-the-fly to adapt to sudden environmental changes.

AutoML

Evolving Hierarchical Memory-Prediction Machines in Multi-Task Reinforcement Learning

no code implementations23 Jun 2021 Stephen Kelly, Tatiana Voegerl, Wolfgang Banzhaf, Cedric Gondro

We use genetic programming to evolve highly-generalized agents capable of operating in six unique environments from the control literature, including OpenAI's entire Classic Control suite.

reinforcement-learning Reinforcement Learning (RL)

The Factory Must Grow: Automation in Factorio

1 code implementation9 Feb 2021 Kenneth N. Reid, Iliya Miralavy, Stephen Kelly, Wolfgang Banzhaf, Cedric Gondro

Efficient optimization of resources is paramount to success in many problems faced today.

Scheduling

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