concept
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concept:latent-methods

latent methods

Methods that use latent reasoning; lack task generalization and are difficult to train with autoregressive parallelization.

Neighborhood — ranked by edge-count

Concepts (1)

concept
  • latent reasoning
    associated_with
    Reasoning approach using learnable hidden embeddings.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • latent patternsconcept0.825
    Statistical regularities stored in pretrained models.
  • Latent Structuresconcept0.785
    Hidden or underdeveloped structures existing 'between the lines' of a configuration that can be enhanced and developed through harmony-seeking computation.
  • Latent Stitchmethod0.779
    Baseline method using a single orthogonal matrix trained to map source latents to target latents via CL auxiliary loss without behavioral objective.
  • agentic methodsconcept0.775
    Methods that use agentic reasoning; incur context-switching latency from external execution.
  • Gradient methodmethod0.770
    Optimization technique that computes weight changes by following the gradient of an error function; contrasted with evolutionary stochastic search.
  • Metric measuring the mean MSE between self and other-referencing activations across all hidden MLP/attention layers
  • Output of alignment map ϕ applied to DNN hidden states; basis for distributed causal abstraction
  • The paper's central construct: a vector in LLM activation space encoding the transition between reflection levels.