JANUS: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models.

arXiv:2610.13194v1 Announce Type: new Abstract: Long-horizon autonomous research has shown promise in accelerating scientific progress through sustained cycles of hypothesis generation, implementation, and validation. However, this Generate-Execute-Feedback pa