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M. Vos

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#machine learning Preprint Sep 2026

Backdoor Mitigation in Decentralized LLM Fine-Tuning

Chorus is presented, a decentralized mechanism that lets each node detect and reject backdoored adapters from its neighbors before aggregation, without requiring shared validation data or any knowledge of the attacker's trigger or target.

Sayan Biswas, Jade Garcia Bourrée, R. Guerraoui et al. · 0 citations
Preprint Aug 2026

A Unified Benchmark for Privacy-preserving Vector Search

A uniform experimental comparison of vector search schemes finds that the performance of SAP matches Plaintext, EMVP delivers cryptographic indistinguishability at a 4x throughput cost on CPU, BNTM adds malicious-server verifiability at a further 22x median-latency cost, and Tiptoe hides the cluster choice itself, but...

Anne-Marie Kermarrec, Rafael Pires, Mathis Randl et al. · 1 citation

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