Looks like it's something with low-frequency gravitational waves, and the people involved are doing more measurement than theory. I'll guess they discovered a particularly wacky dark matter object. Maybe they found something weirder or more fundamental though.
Also, one of the scientists involved says it's aliens, but she's clearly a born shitposter.