7 items with this tag.
moonshots
Moonshot hypothesis that repeated depth should specialize through a persistent internal role state rather than through stored layer-specific parameters.
hypotheses
Hypothesis that a smaller recurrent model with bounded extra evaluation-time refinement can beat a larger static artifact under the same storage cap.
hypotheses
Concrete architecture hypothesis: use aggressive depth sharing to buy much more width, then spend leftover bytes on stability and selective precision.
ideas
Hypothesis that one small learned codebook bank shared across repeated blocks can beat per-matrix quantization by amortizing metadata and aligning compression with shared-depth structure.
ideas
Hypothesis that shared-depth models can recover most layer-role specialization using only per-step RMSNorm and tiny channel gates, with almost no byte cost.
ideas
Hypothesis that a compact shared-depth model should spend extra inference-time passes only on uncertain positions, turning compute into quality more efficiently than storing more static depth.
experiments
A breadth-profile local test of the recurrent-wide-architecture idea: aggressive depth sharing plus width expansion under the artifact cap.