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concept:fourier-features-for-numerical-computationFourier Features for Numerical Computation
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- Neural Geometrymembers_of
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- Fourier featuresrelated_toFeatures identified in Llama-3.1-8B that compute sums using periods respecting base-10 addition (2, 5, 10) rather than concept-specific periods
- Neural Geometriesassociated_with
- Base-10 Addition Mechanism in Llamaassociated_with
Related by similarity (8)
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.
- Mechanistic claim linking identified Fourier features to base-10 arithmetic
- Fourier features with period 10 contribute to base-10 sum computation in the 28-neuron clusterfinding0.752One of the three base-10 Fourier periods identified in the sparse neuron set
- Method used to identify the periodic features and their periods in Llama-3.1-8B's MLP neurons
- Research thread within About Blank concerning the structure and relational properties of neural network feature representations; covariance pooling tangentially supports this thread.
- Hypothesis that some class of computations suffices for consciousness; central assumption for AI consciousness route.
- Parallel pattern where elements are computed along counter-diagonals, used in DNA sequence similarity.
- Secondary screening signal using persona vector geometry features; full-vector regression reaches Spearman correlations ~0.58-0.61
- Second of three speculative claims asserting that subgraphs of neural networks are tractable and meaningful objects of study