Spectral Decoder

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

• Spectral decoder maps concept interventions to pathological slow-wave suppression and alpha-band restoration.finding0.754
  Physiological interpretability result linking latent steering to EEG frequency signatures.
• Transformer decoder architectureframework0.746
  Base architecture of reasoning LLMs studied, with attention and MLP blocks per layer
• Linear Decodingmethod0.727
  Correlative technique measuring the type of information encoded in distributed representations via linear predictability.
• Predictive Concept Decodersframework0.709
  Framework learning end-to-end mappings from activations through sparse concept bottlenecks to behavioral predictions
• Spectral decoder reveals α-band restoration as a frequency signature of concept steering interventions in EEG foundation models.finding0.705
  Links latent space manipulation to known EEG neurophysiology
• Spectral decoder reveals pathological slow-wave suppression as a frequency signature of concept steering interventions in EEG foundation models.finding0.700
  Links latent space manipulation to known EEG neurophysiology
• Sampled-decoding self-reportmethod0.694
  Temperature=0.8 sampled decoding for self-report; reduces collapse moderately but remains discrete and noisy
• Spectral decoding of concept interventions can provide physiologically interpretable frequency signatures.claim0.684
  Claim that the spectral decoder adds physiological interpretability.