The past tense of collect one's thoughts is collected one's thoughts.
The third-person singular simple present indicative form of collect one's thoughts is collects one's thoughts.
The present participle of collect one's thoughts is collecting one's thoughts.
The past participle of collect one's thoughts is collected one's thoughts.