Getting "Could not start a new session. Possible causes are invalid address of the remote server" on appium setup

I am trying to execute basic script on Browserstack just to get started, my script is as below:

public class BrowserStackSampleTest {
    public static final String USERNAME = "browserStackUserName";
    public static final String AUTOMATE_KEY = "browserStackAccessKey";
    public static final String URL = "https://" + USERNAME + ":" + AUTOMATE_KEY + "@hub.browserstack.com/wd/hub";

    @Test
    public void setUp() throws MalformedURLException {
        DesiredCapabilities capabilities = new DesiredCapabilities();
        capabilities.setCapability("os_version", "13.0");
        capabilities.setCapability("device", "Samsung Galaxy S23");
        capabilities.setCapability("app", "bs://url_provided_by_browserStack");
        capabilities.setCapability("project", "PCM_Krammer");
        capabilities.setCapability("name", "LoginTest");
        capabilities.setCapability("browserstack.appium_version", "1.22.0");
        capabilities.setCapability("browserstack.local", "true");
        AndroidDriver driver = new AndroidDriver(new URL(URL), capabilities);
        driver.quit();

    }
}

But I am receiving this exception:

org.openqa.selenium.SessionNotCreatedException: Could not start a new session. Possible causes are invalid address of the remote server or browser start-up failure. 

I looked into every possible solution and looked into every video but nothing worked up. I am using Mac M1 machine (Additional Info, just if it could help)

Host info: host: 'tps-MacBook-Pro.local', ip: '10.5.49.103'

Also in my pom.xml file, every dependency is updated one.