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Mon星期一月曜日
09.14
2026
https://eprint.iacr.org/2026/2005
Kei and Chow systematize 58 cryptographic private Transformer inference frameworks, revealing cross-level design constraints and security boundaries across systems, models, and cryptography, and distill 12 open problems.Kei与Chow在论文中系统分析了58个密码学私有Transformer推理框架，从系统、模型与密码学三维度揭示跨层设计约束与安全边界，归纳出12个开放问题。Keiらは論文で、2022年から2026年の58個の暗号学的プライベートTransformer推論フレームワークを体系化し、システム・モデル・暗号学の3側面から設計制約と安全境界を明らかにし、12の未解決問題を整理した。
NotesNotes要点
- The work systematizes 58 cryptographic private transformer frameworks from 2022 to 2026.
- It analyzes three interacting levels: systems, models, and cryptography.
- Optimizations cannot transfer unchanged across phases due to unavailable values.
- Data-dependent pruning, caching, and routing require private execution structure handling.
- Four security concern classes affecting five frameworks are identified in maliciously secure designs.
- Twelve open problems and sixteen outlooks span efficiency, security, and scalability.
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Mon星期一月曜日
09.14
2026
