Author

Tao Lin

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Preprint Aug 2026

Once Poisoned, Arbitrarily Controlled: A Programmable Backdoor in VLMs

This work shows that a single poisoning phase can implant a programmable backdoor into a VLM, allowing an attacker to choose previously unseen target-caption semantics at inference time and synthesize corresponding stealthy triggers on demand.

Tao Lin, Gaojie Jin, Zongxi Liu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

When Can Conditional Flow Matching Replace Pointwise Negative Log-Likelihood?

The decomposition provides a theoretical basis for adapting likelihood-based LLM methods to flow matching, while distinguishing exact substitutions from controlled surrogates, while distinguishing exact substitutions from controlled surrogates.

Yan-Sen Han, Hong-Xing Sun, Tao Lin · 0 citations