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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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0111 · May 200919922001200920172026
9 results for signed-permutation

New neural network architectures use signed permutation representations for finite groups, improving performance.

problem Designing and optimizing neural networks for finite groups with signed permutation representations.
method Introduces GG-invariant deep neural networks with densely connected layers and signed permutation representations.
result Signed permutation representations lead to significantly better performance in classification tasks.

Signed-permutation coordinate transport improves model alignment across checkpoints.

problem Improper alignment of coordinate-indexed objects across model checkpoints.
method Introduces sign-marginalized Hungarian matching and coordinate-preserving transport.
result Recovering signed-permutation gauge improves coordinate alignment and model performance.

We demonstrate how a 3-manifold, a Heegaard diagram, and a group presentation can each be interpreted as a pair of signed permutations in the symmetric group Sd.S_d. We demonstrate the power of permutation data in programming and discuss an algorithm we have developed that takes the permutation data as input and determi…

2011-08-19abs ↗pdf ↗

This paper classifies GG-invariant shallow neural networks.

problem Designing optimal GG-invariant neural architectures for GG-invariant target functions.
method Proving theorems about the classification and morphisms of GG-invariant single-hidden-layer neural networks.
result Classification of GG-invariant shallow neural networks and characterization of morphisms.