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distributed training 1fault-tolerant systems 1internet-scale compute 1large language models 1pipeline parallelism 1

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20242026
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cs.DC2026

SENTINEL: Stagewise Integrity Verification for Pipeline Parallel Decentralized Training

Hadi Mohaghegh Dolatabadi, Thalaiyasingam Ajanthan, Sameera Ramasinghe +5

Decentralized training introduces critical security risks when executed across untrusted, geographically distributed nodes. While existing Byzantine-tolerant literature addresses d…