Search Results for author: Kenneth N. Reid

Found 4 papers, 2 papers with code

An Interdisciplinary Outlook on Large Language Models for Scientific Research

no code implementations3 Nov 2023 James Boyko, Joseph Cohen, Nathan Fox, Maria Han Veiga, Jennifer I-Hsiu Li, Jing Liu, Bernardo Modenesi, Andreas H. Rauch, Kenneth N. Reid, Soumi Tribedi, Anastasia Visheratina, Xin Xie

In this paper, we describe the capabilities and constraints of Large Language Models (LLMs) within disparate academic disciplines, aiming to delineate their strengths and limitations with precision.

Genetic Improvement in the Shackleton Framework for Optimizing LLVM Pass Sequences

no code implementations28 Apr 2022 Shuyue Stella Li, Hannah Peeler, Andrew N. Sloss, Kenneth N. Reid, Wolfgang Banzhaf

In this paper, we present the novel use of genetic improvement to find problem-specific optimized LLVM pass sequences.

Code Generation

Optimizing LLVM Pass Sequences with Shackleton: A Linear Genetic Programming Framework

1 code implementation31 Jan 2022 Hannah Peeler, Shuyue Stella Li, Andrew N. Sloss, Kenneth N. Reid, Yuan Yuan, Wolfgang Banzhaf

In this paper we introduce Shackleton as a generalized framework enabling the application of linear genetic programming -- a technique under the umbrella of evolutionary algorithms -- to a variety of use cases.

Evolutionary Algorithms

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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