Soak the kelp noodles in a bowl of hot water for 30 minutes. Drain the noodles and rinse thoroughly.
In a small bowl, whisk together the almond butter, sesame oil, vinegar, and honey. Add the noodles and toss to combine. Sprinkle with sesame seeds and serve.