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concept:task-sharing-parameterTask-sharing parameter
Parameter shared across all tasks, typically the encoder.
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cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Parameter specific to each task, e.g., task head.
- Architecture pattern with a shared encoder and task-specific heads.
- Core concept: the hypothesis that cells can leak or export stress signals to neighbors, enabling collective coordination toward morphogenetic goals without explicit altruism.
- Direct editing of model parameters, enabled by VPD's decomposition, for manual model editing.
- A computational mechanism reused across multiple tasks without specialization to any one domain
- The problem of ensuring all tasks in MTL perform well, avoiding dominance by some tasks.
- Critical anchoring strength above which performance flips sharply.