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cs.AI2026
What Makes a Latent Space Shared? Direct and Recoverable Compatibility in Motion VAEs
Iago Brito, Walcy Rios, Lucas Fernandes +2
A shared latent space is often assumed to make representations from different schemas directly interchangeable, yet sharing parameters, dimensionality, or a prior does not determin…
cs.CL2026
Safety Is Not Universal: The Selective Safety Trap in LLM Alignment
Iago Alves Brito, Walcy Santos Rezende Rios, Julia Soares Dollis +2
Current safety evaluations of large language models (LLMs) create a dangerous illusion of universal protection by aggregating harms under generic categories such as "Identity Hate"…