NSVQ mitigates codebook collapse in large-codebook VQ by addressing encoder drift via non-stationary loss, replacement, and staged freezing, improving rFID from 2.39 to 2.10 on ImageNet-1k while achieving 100% utilization.
A real-time platform for contextualized conspiracytheoryanalysis,in:2021InternationalConferenceonData MiningWorkshops(ICDMW)
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Survival analysis of three years of X posts shows conspiracy claims with greater semantic mutations have substantially longer lifespans, linked to changes in pronouns, social words, cognitive terms, and actor-action-target structures.
citing papers explorer
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NSVQ: Mitigating Codebook Collapse by Stabilizing Encoder Drift in Vector Quantization
NSVQ mitigates codebook collapse in large-codebook VQ by addressing encoder drift via non-stationary loss, replacement, and staged freezing, improving rFID from 2.39 to 2.10 on ImageNet-1k while achieving 100% utilization.
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Language Mutations Sustain the Persistences of Conspiracy Theories on Social Media
Survival analysis of three years of X posts shows conspiracy claims with greater semantic mutations have substantially longer lifespans, linked to changes in pronouns, social words, cognitive terms, and actor-action-target structures.