Maintaining diversity is a big focus, so they implemented a "multi-island" GA. → Each population is divided into several sub-populations called "islands" → Applies GA separately on each sub-population, periodically migrating individuals between them
MACHINE LEARNING
-
Multi-Island Genetic Algorithms Outperform Standard Approaches
By
–
Here are the final results. The multi-island outperforms the standard GA while maintaining higher diversity. There are a lot of useful tips and tricks about GAs in this paper. GAs deserve more love.
-
Graph Node Selection Algorithm With Constraint-Based Synergy Optimization
By
–
Proposed solution: 1/ Defining a random traversal order for graph nodes 2/ Filtering the list of candidates according to constraint requirements 3/ Selecting an item that maximizes the synergy of partially filled neighboring candidates.
-
Building High-Synergy Agent Formations and Optimal Puzzle Solutions
By
–
The authors divide this problem into 2 subproblems: 1/ Building formations with high synergy 2/ Solve puzzles in a near-optimal way
-
Optimizing Puzzle Generation: Beyond Exhaustive Search Methods
By
–
Current landscape: • Traditional approaches to generating puzzles are often time-consuming • Exhaustive search may not be feasible due to the large design space
-
Graph Genetic Algorithm Optimizes Video Game Puzzle Validation
By
–
Automated Graph Genetic Algorithm based Puzzle Validation for Faster Game Design A funny evolutionary algorithm for solving puzzles in video games from @EA It doesn't only save time for designers but also helps to improve puzzle quality #AI https://
arxiv.org/abs/2302.09040 -
Can Language Models Achieve Human-Level Intelligence?
By
–
Do you think a language model might reach human-level intelligence? Today's talk from @LauraRuis of @UCL_DARK at our London office prompted some intriguing discussion on how outward expression of internal beliefs can make coherent language. What are your thoughts?
-
I automated ChatGPT for all my content – crazy result
By
–
I automated #ChatGPT for all my content! The result is crazy https://
youtu.be/0OLcNwjD70s #DigitalMarketing #ContentMarketing #ArtificialIntelligence #InboundMarketing #Automation -
AWS Partnership to Accelerate Open-Source Machine Learning Availability
By
–
Today we are excited to announce a new partnership with @awscloud
! Together, we will accelerate the availability of open-source machine learning Read the post -
Meta AI Generates 240K Diverse Natural Language Instructions
By
–
In ‘Unnatural Instructions’, Meta AI researchers propose a new method to generate natural language instructions, allowing us to scale up to 240K diverse instructions & train models that rival performance of contemporary instruction-tuned models. Paper https://
bit.ly/41ky8uy