R2-Dreamer: Redundancy-Reduced World Models without Decoders or Augmentation. - Naoki Morihira; Amal Nahar; Kartik Bharadwaj; Yasuhiro Kato; Akinobu Hayashi; Tatsuya Harada (CoRR, 2026)