Steganography without Modification: Hidden Communication Via LLM Seeds

We demonstrate that widely deployed Large Language Model LLM inference stacks harbor a steganographic channel that requires no modification to model weights, sampling code, or output distributions. The channel exploits a structural property of deterministic decoding: pseudo-random number generato...

ps4-1350-poc

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CVE-2026-4944

vllm-project/vllm version 0.14.1 contains a vulnerability where the trustremotecode=True parameter is hardcoded in two model implementation files vllm/modelexecutor/models/nemotronvl.py and vllm/modelexecutor/models/kimik25.py. This bypasses the user's explicit --trust-remote-code=False setting,...

MINI-MHJ4-RC4R-698M

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MINI-2MPF-P85P-QCXV

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MINI-Q432-4CMJ-MMW8

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MINI-689F-689Q-65Q5

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MINI-H468-M389-GRF4

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MINI-M8MV-VWP7-6J95

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MINI-R98Q-234X-WR36

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MINI-V378-HPC8-2VP4

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MINI-Q4CV-7X38-V3QF

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MINI-V7RR-2J72-75FR

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MINI-G745-4C8G-744J

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MINI-783V-F89C-3HMC

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MINI-VX2H-4CH9-2VP6

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MINI-352F-CVCG-JFJM

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MINI-X884-F6JM-776P

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MINI-V644-524H-83RF

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MINI-M65R-622V-M7CC

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