Currently, there is no recourse
The Russian state is sovereign. This means the Russian government has to tell the Russian courts that they allow people to sue Russia for specific, enumerated things. If the Kremlin has not done so, then Russia has total, sovereign immunity from such claims.
In the united-states, the FTCA regulates how and when you can sue the USA or federal institutions for torts, while FSIA regulates how or when you can sue other countries in the USA.
In russia, the Federal Law No. 297-FZ of November 3, 2015 "On Jurisdictional Immunities of a Foreign State and Property of a Foreign State in the Russian Federation" seems to be a very similar law to FSIA. I could not determine if an equivalent to the FTCA exists.
Reparations would be handled by a peace treaty with Ukraine
Besides a law that allows claims against Russia, a Ukrainian-Russian peace treaty might contain a passus about reparations.
There are three very traditional ways how such handle reparations: In one case, such a treaty could establish that Russia pays the reparations to Ukraine, and then claims against Russia are paid out by Ukraine. In the other case, the treaty provides a framework to sue Russia for compensation. And in the last variant, no compensation for civilians is agreed upon at all.