RLVR landscapes for iterated multiplications can be benign: Insights from spin-glass theory

Noa Rubin, Zohar Ringel

Despite the importance of reinforcement learning with verifiable rewards (RLVR), the extent to which it can learn new reasoning capabilities remains debated. Here we study the opti…