Evolutionary computation in the era of large language model: Survey and roadmap
Large Language Models (LLMs), built upon Transformer-based architectures with massive
pretraining on diverse data, have not only revolutionized natural language processing but …
pretraining on diverse data, have not only revolutionized natural language processing but …
An example of evolutionary computation+ large language model beating human: Design of efficient guided local search
It is often very tedious for human experts to design efficient algorithms. Recently, we have
proposed a novel Algorithm Evolution using Large Language Model (AEL) framework for …
proposed a novel Algorithm Evolution using Large Language Model (AEL) framework for …
Algorithm evolution using large language model
Optimization can be found in many real-life applications. Designing an effective algorithm for
a specific optimization problem typically requires a tedious amount of effort from human …
a specific optimization problem typically requires a tedious amount of effort from human …
scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis
Abstract Various Foundation Models (FMs) have been built based on the pre-training and
fine-tuning framework to analyze single-cell data with different degrees of success. In this …
fine-tuning framework to analyze single-cell data with different degrees of success. In this …
Exploring the True Potential: Evaluating the Black-box Optimization Capability of Large Language Models
Large language models (LLMs) have gained widespread popularity and demonstrated
exceptional performance not only in natural language processing (NLP) tasks but also in …
exceptional performance not only in natural language processing (NLP) tasks but also in …
When Large Language Model Meets Optimization
Optimization algorithms and large language models (LLMs) enhance decision-making in
dynamic environments by integrating artificial intelligence with traditional techniques. LLMs …
dynamic environments by integrating artificial intelligence with traditional techniques. LLMs …
[PDF][PDF] Nature-inspired Intelligent Computing: A Comprehensive Survey
Nature, with its numerous surprising rules, serves as a rich source of creativity for the 8
development of artificial intelligence, inspiring researchers to create several nature-inspired …
development of artificial intelligence, inspiring researchers to create several nature-inspired …