New Chorkie potty traning problems

I bought a 9 week old male Chorkie this past Sunday. I have never before owned a puppy, so everything is VERY new to me. I bought puppy training pads, and I also take him outside often. However, at night when I go to bed I put him on the floor with all this equipment for the restroom, but he cries and cries and cries until I let him on the bed with me. I am a deep sleeper so if he does cry I would not hear it resulting in him peeing all over my bed. He's too small to jump down to the ground might I add, but I even put a pee pad in the corner of my bed and he still went on my bed. He also sometimes during the day makes accidents on the floor.

Advice-help-anything? I understand he is a puppy and I knew to expect this, but as a first time dog owner I literally know nothing about training....please help!