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

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3 results for “part-dependent”

Part-dependent Label Noise: Towards Instance-dependent Label Noisecs.LG

Paper tackles instance-dependent label noise by approximating it with part-dependent noise.

problem Learning with instance-dependent label noise is challenging.

method Approximate instance-dependent label noise with part-dependent noise. Use transition matrices for parts to model noise.

result Method outperforms state-of-the-art approaches for instance-dependent label noise.

label noise instance-dependent part-dependent transition matrix anchor points

2020-06-14abs ↗pdf ↗

The Bochner formula for Riemannian flowsmath.DG

In this paper, we consider a Riemannian manifold (M, g) endowed with a Riemannian flow and we study the curvature term in the Bochner-Weitzenb{ö}ck formula of the basic Laplacian on M. We prove that this term splits into two parts. The first part depends mainly on the curvature operator of the underlying manifold M and…

2018-08-13abs ↗pdf ↗

FeDXL: Provable Federated Learning for Deep X-Risk Optimizationcs.LG

FeDXL tackles federated learning for X-risk optimization.

problem Optimizing a family of X-risks with federated learning, where existing algorithms are not applicable.

method Active-passive decomposition framework, federated averaging and merging, novel theoretical analysis.

result FeDXL algorithms for linear and nonlinear

f

are developed, with established complexities and improved performance.

federated learning X-risk optimization active-passive decomposition federated averaging federated merging

2022-10-26abs ↗pdf ↗