Deval Pandya

Malicious instructions can infiltrate and degrade collaborative prompt optimization processes, exposing a critical vulnerability in TCPO that current defenses fail to address.

Diffusion models, despite their generative prowess, may not offer the silver-bullet privacy guarantees often assumed when synthesizing tabular data, as demonstrated by novel membership inference attacks.