Unity 2d sprite bleeding glitch

You are right, this is indeed neighbor sprites bleeding into your current sprite. The sprites should always be packed in a sheet in a way that their border pixels are repeated around the sprites to prevent this from happening. In your case it might already suffice to add a 2 pixels transparent border around your sprites. You can automate this process and also optimize your sprite sheets to consume less memory. Please check this tutorial for more information.