However, it remains a critical challenge to enable unpaired I2I translation with pre-trained DMs while maintaining satisfying consistency.

Aerial footage showed the extend of floods in Spain after a series of storms hit the Iberian Peninsula. Storm Marta hit Spain on Saturday, bringing more rain to the region, as it was still recovering from Storm Leonardo. In Córdoba, drone footage showed flooded olive trees as Spanish farmers warned of the millions of euros worth of damage to crops following the torrential rains and high winds. In the country's southern region of Andalucia, over 11,000 people have been displaced. Nazar Daletskyi's relatives were told he had been killed in 2022, the first year of Russia's full-scale invasion.

The first challenge is the exorbitant cost of scaling up the size of manually-labeled video datasets. The recent creation of large-scale action recognition datasets [5,15,25,26]hasundoubtedly enabled amajor leap forwardinvideo models accuracies.

Table 6: Hyper-parameters for SAC (on Atari) Total steps 1,000,000 Replay buffer size 100,000 0.99 Learning start 80,000 Actor train frequency 4 Critic train frequency 4 Target network update frequency 8,000 Actor Learning rate 3 10