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News/Learning the Signature of Memorization in Autoregressive Language Models
arxiv
PublishedApril 6, 2026 at 4:00 AM
—neutral

Learning the Signature of Memorization in Autoregressive Language Models

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arxiv.orgfull article ↗
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Publisher summary· verbatim

arXiv:2604.03199v1 Announce Type: cross Abstract: All prior membership inference attacks for fine-tuned language models use hand-crafted heuristics (e.g., loss thresholding, Min-K\%, reference calibration), each bounded by the designer's intuition. We introduce the first transferable learned attack,

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Discussion
Mentioned models
03
  • 01
    Mamba
  • 02
    RWKV-4
  • 03
    RecurrentGemma
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#membership inference#language models#transfer learning#security

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Mentioned models
03
  • 01
    Mamba
  • 02
    RWKV-4
  • 03
    RecurrentGemma
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#membership inference#language models#transfer learning#security

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