zjunlp

154 mods across 10 repositories, 3.1k stars between them.

zjunlp/Mechanist

Skill Claude CodeCodex

Multi-Modal Interpretability methods explain vision and vision-language models by linking each internal unit (a convolutional neuron, attention head, residual-stream channel, or SAE feature) to a natural-language concept drawn from an external concept set $\mathcal{C}$. The unifying construction is a similarity score…

51 6d ago A 228 tokens original MIT

clip-dissect

146

zjunlp/Mechanist

Skill Claude CodeCodex

Use this skill when you need to automatically describe or interpret the functionality of individual neurons in deep neural networks (DNNs) using CLIP-based semantic analysis, perform mechanistic interpretability research on vision models, dissect convolutional or transformer-based image classifiers, identify what…

51 6d ago A 76 tokens original MIT

zennit-crp

147

zjunlp/Mechanist

Skill Claude CodeCodex

Use this skill when working with Concept Relevance Propagation (CRP) and Relevance Maximization for explainable AI in PyTorch models, including generating concept-conditional heatmaps, feature visualizations, attribution graphs, and identifying which latent concepts neural networks use for predictions.

51 6d ago A 61 tokens original MIT

zjunlp/Mechanist

Skill Claude CodeCodex

Neural Feature Learning methods open the black box of how a trained neural network discovers useful representations from data, by deriving the directions along which each layer's effective input geometry is reshaped during training. The unifying object is the Neural Feature Matrix (NFM) — for a fully-connected layer…

51 6d ago A 162 tokens original MIT

skill-adaptor

149

zjunlp/SkillAdaptor

Skill Claude CodeCodex

Run SkillAdaptor to evolve agent skills from task failures. Use when improving SKILL.md files from trajectories or after benchmark runs.

18 1mo ago A 29 tokens original MIT

skillfabric

150

zjunlp/SkillNet-Fabric

Plugin Claude Code

Plugin marketplace listing 1 plugin: skillfabric.

7 12d ago A tokens not measured original MIT

skillfabric

151

zjunlp/SkillNet-Fabric

Plugin Claude Code

Build a SkillFabric workspace and route tasks to relevant native skills.

7 12d ago A tokens not measured original MIT

build

152

zjunlp/SkillNet-Fabric

Command

Build or incrementally refresh the SkillFabric workspace.

7 12d ago A 10 tokens original MIT

doctor

153

zjunlp/SkillNet-Fabric

Command

Check SkillFabric installation, configuration, and workspace readiness.

7 12d ago A 11 tokens original MIT

route

154

zjunlp/SkillNet-Fabric

Command

Route a task to the most relevant native Skills.

7 12d ago A 10 tokens original MIT