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arxiv: 2607.27940 · 2 revisions

TriShield: Zero-Utility-Loss Defense Against Privacy Backdoors in Federated Language Model Fine-Tuning via Orthogonal Gradient Projection and Optimizer State Entanglement

1. 2026-08-03 REJECT MODERATE v1.3.0-alltime-deepseek novelty 5.0
   187385 ms 15647 in 19662 out 2026-08-03T01:36:39.916721+00:00
2. 2026-07-31 CONDITIONAL MODERATE v1.2.0-daily-grok45 novelty 6.0
   90053 ms 21555 in 4030 out 2026-07-31T22:44:50.558600+00:00