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ranchengcn committed Apr 28, 2024
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Expand Up @@ -56,17 +56,17 @@ Building upon [JAX](https://github.com/google/jax) and [Ray](https://github.com/
- Embrace the elegance of **Functional Programming**, simplifying complex algorithmic compositions.
- Benefit from **Hierarchical State Management**, ensuring modular and clean programming.

## Comprehensive Evolutionary Algorithms
## Comprehensive Contents

### Single-Objective Optimization
### Evolutionary Algorithms for Single-Objective Optimization

| Category | Algorithm Names |
| --------------------------- | ------------------------------------------ |
| Differential Evolution | CoDE, JaDE, SaDE, SHADE, IMODE, ... |
| Evolution Strategy | CMA-ES, PGPE, OpenES, CR-FM-NES, xNES, ... |
| Particle Swarm Optimization | FIPS, CSO, CPSO, CLPSO, SL-PSO, ... |

### Multi-Objective Optimization
### Evolutionary Algorithms for Multi-Objective Optimization

| Category | Algorithm Names |
| ------------------- | ---------------------------------------------- |
Expand All @@ -76,12 +76,12 @@ Building upon [JAX](https://github.com/google/jax) and [Ray](https://github.com/

For a comprehensive list and further details of all algorithms, please check the [API Documentation](https://evox.readthedocs.io/en/latest/api/algorithms/index.html).

## Diverse Benchmark Problems
### Benchmark Problems/Environments

| Category | Problem Names |
| -------------- | ----------------------------------- |
| Numerical | DTLZ, LSMOP, MaF, ZDT, CEC'22, ... |
| Neuroevolution | Brax, Gym, TorchVision Dataset, ... |
| Neuroevolution/RL | Brax, Gym, TorchVision Dataset, ... |

For a comprehensive list and further details of all benchmark problems, please check the [API Documentation](https://evox.readthedocs.io/en/latest/api/problems/index.html).

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