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Sparsity and superposition in mixture of experts

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

citation-role summary

background 1

citation-polarity summary

fields

cs.AI 1 cs.LG 1

years

2026 2

verdicts

UNVERDICTED 2

roles

background 1

polarities

background 1

representative citing papers

RouteHijack: Routing-Aware Attack on Mixture-of-Experts LLMs

cs.LG · 2026-05-01 · unverdicted · novelty 7.0

RouteHijack is a routing-aware jailbreak that identifies safety-critical experts via activation contrast and optimizes suffixes to suppress them, reaching 69.3% average attack success rate on seven MoE LLMs with strong transfer to variants and VLMs.

citing papers explorer

Showing 2 of 2 citing papers.

  • RouteHijack: Routing-Aware Attack on Mixture-of-Experts LLMs cs.LG · 2026-05-01 · unverdicted · none · ref 8

    RouteHijack is a routing-aware jailbreak that identifies safety-critical experts via activation contrast and optimizes suffixes to suppress them, reaching 69.3% average attack success rate on seven MoE LLMs with strong transfer to variants and VLMs.

  • Geometric Routing Enables Causal Expert Control in Mixture of Experts cs.AI · 2026-04-15 · unverdicted · none · ref 25

    Cosine-similarity routing in low-dimensional space makes MoE experts monosemantic by construction and enables direct causal control via centroid interventions.