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cs.AI2026
RISE: Red-teaming via Iterative Strategy Evolution for Modern Text-to-Image Models
Dmitrii Kharlapenko, Sergei Bratchikov, Konstantin Korolev +1
On modern production text-to-image systems, successful policy violations are rare, and previously effective human-written seeds are often patched out. Current automated red-teamers…
cs.LG2026
Weight-Space Geometry of Offline Reasoning Training
Aleksandr Nikolich, Igor Kiselev, Vladimir Platonov +1
Offline reinforcement-learning losses (RFT, RIFT, DFT, Offline GRPO, DPO) are widely used to distill reasoning from large teachers into smaller students, and are typically compared…