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I just wanted to take a moment to thank both of you @mklement0 and @Bitcoin Murderous Maniac for your incredible help. After much effort and troubleshooting, I have finally managed to solve the issue with your help 🎉 Here is my solution I'd like to use until further notice:

$InstallerPath = "C:\tmp\PathToExe.exe"
$argList=@('-q','-c','-dir','C:\Installer\target\directory')

$ScriptBlock = {
    param(
        Parameter()][string]$PathToExe,
        Parameter()][System.Object[]]$ArgumentList
    )
        # Just for debugging
        "PathToExe: $PathToExe, args: $ArgumentList"
    
        & $PathToExe $ArgumentList | Write-Output;
        $LASTEXITCODE
    }
                    
Invoke-Command -Session $SessionHost `
    -ScriptBlock $ScriptBlock `
    -ArgumentList $InstallerPath,$argList `
    -AsJob

With this solution, I hope, this is a quite future proof solution and I shouldn't get any troubles for the next installers/EXE files.

Thanks again for your support!

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