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arXiv preprint arXiv:2201.01628 , year=

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Efficient Preference Poisoning Attack on Offline RLHF

cs.LG · 2026-05-04 · unverdicted · novelty 8.0

Label-flip attacks on log-linear DPO reduce to binary sparse approximation problems that can be solved efficiently by lattice-based and binary matching pursuit methods with recovery guarantees.

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  • Efficient Preference Poisoning Attack on Offline RLHF cs.LG · 2026-05-04 · unverdicted · none · ref 9

    Label-flip attacks on log-linear DPO reduce to binary sparse approximation problems that can be solved efficiently by lattice-based and binary matching pursuit methods with recovery guarantees.