Tough decision, but I would choose definitely deadlift (I perform it always as sumo deadlift), as it is the foundation for other movements such as swings, snatch, clean & press...
I also love martial arts, and I also tend to be skinny, so when I was training shanshou for three days per week, I had to quite some strength training days, otherwise I lost weight so quickly (at 190...