1. Introduction

2. Sample  
2.1. The ALPINE survey  
2.2. Available data and sample selection  

3. Multi-wavelength modeling  
3.1. CIGALE  
3.2. Band selection, adjustment of uncertainties  
3.3. Final sample selection  
3.4. Reliability of the estimation of physical properties  

4. Results  
4.1. General properties: SFR, $M_{\star}$, IRX, and $\beta$  
4.2. Shape of the attenuation curve  
4.2.1. Parameterization of the attenuation curve  
4.2.2. Relation between $\delta$ and A V  

5. Discussion  
5.1. Impact of degeneracies  
5.2. Dust properties and the $\delta$ - A V relation  
5.3. Impact of adopting a single attenuation curve  

6. Summary and conclusion