Shia LaBeouf and his girlfriend clearly aren’t fighting anymore … they were seen walking arm-in-arm together in L.A. after he seemingly lost it on her outside a Rome restaurant last week.

The actor and his better half were spotted walking across the street together yesterday … with Shia holding a couple takeout boxes in one hand and a drink in the other.

His GF had a bottle she sipped from … and she looped one hand around Shia’s elbow as the two crossed the street together.

This is a more loved-up image of the couple than we’ve seen in recent days … especially when compared to the video of Shia losing his you-know-what at her while on an Italian street.

Remember … Shia tore into this woman — telling her loudly to “F*** off” at one point. Despite his anger, she looked relatively unfazed.

The video later showed Shia screaming down the street … presumably in the direction his girlfriend walked away in.

On that same trip, we obtained a picture of Shia standing in a hotel lobby in just his underwear … one of many shocking moments involving the star since he was arrested for battery in New Orleans last month.