Research
On-device research index

arXiv research

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.

168,695 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · May 202419922001200920172026
2 results for “Lorentz-equivariant”
Lorentz Local Canonicalization: How to Make Any Network Lorentz-Equivariantstat.ML

LLoCa makes any network Lorentz-equivariant, achieving high accuracy and efficiency.

problem Limitations of specialized layers in Lorentz-equivariant neural networks.
method LLoCa framework using local reference frames and geometric message passing.
result Models achieve competitive and state-of-the-art accuracy on particle physics tasks.
Lorentz-equivariantneural networkshigh-energy physicsmessage passingFLOPs
2025-05-26abs ↗pdf ↗
Lorentz-Equivariant Geometric Algebra Transformers for High-Energy Physicsphysics.data-an

L-GATr transforms high-energy physics data using geometric algebra and Lorentz symmetry.

problem Extracting scientific understanding from particle-physics experiments with high precision and efficiency.
method L-GATr, a geometric algebra Transformer, representing data in 4D space-time and being equivariant under Lorentz transformations.
result L-GATr achieves performance comparable to or better than domain-specific baselines on regression, classification, and generative tasks.
high-energy physicsgeometric algebraTransformerLorentz symmetrydata efficiency
2024-05-23abs ↗pdf ↗