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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.

168,742 papers · 148 categories

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0111 · May 202219922001200920172026
1 result for “BarlowTwins”
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methodscs.LG

Unified framework for SSL methods linking contrastive and non-contrastive approaches.

problem Lack of theoretical foundations and design guidelines for SSL methods.
method Spectral manifold learning framework to unify SSL methods.
result Theoretical bridge between contrastive and non-contrastive methods.
Self-Supervised LearningSpectral Manifold LearningVICRegSimCLRBarlowTwins
2022-05-23abs ↗pdf ↗