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arXiv research

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3 results for “npm”

Package equivalence in complex software networkcs.SI

This paper evaluates methods to categorize similar software packages in npm's network.

problem Finding similar packages in npm's large software dependency network.

method Using graph structure to categorize packages, focusing on npm's 216,911 packages.

result Developed methods for categorizing similar packages, useful for recommendation systems.

npm software network graph structure package equivalence recommendation systems

2016-02-11abs ↗pdf ↗

A Two-Parameter Weibull Framework for Diagnosing Transformer Weight Distributionscs.LG

Weibull framework diagnoses transformer weight distributions, revealing distinct patterns across modules.

problem Diagnosing weight distributions in transformer models for better understanding of training dynamics.

method Applied Weibull distribution to diagnose weight magnitude distributions in transformer models, fitting each weight matrix independently.

result Distinct patterns of weight distributions across different transformer modules were identified.

Transformer Weight Distribution Weibull Distribution Training Dynamics Diagnosis

2026-05-17abs ↗pdf ↗

Weibull Weight-Scale Parameter Evolution under AdamW Training Dynamicscs.LG

Weibull weight-scale parameter $λ$ evolves during AdamW training, with alignment, injection, and decay forces driving its growth and relaxation.

problem Understanding the evolution of the Weibull weight-scale parameter

λ

during AdamW training.

method Deriving a leading-order three-force decomposition of the squared weight norm from AdamW updates.

result The alignment force dominates the rise phase, contributing 88-94% of the absolute force budget across four random seeds.

Weibull AdamW weight-scale alignment decay

2026-06-11abs ↗pdf ↗