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npx versuz@latest install hiyenwong-ai-collection-collection-skills-generative-modeling-with-sparse-transformersgit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-generative-modeling-with-sparse-transformers/SKILL.md--- name: generative-modeling-with-sparse-transformers---gen description: Skill for AI agent capabilities --- # generative-modeling-with-sparse-transformers - Generative modeling with sparse transformers ## Description We’ve developed the Sparse Transformer, a deep neural network which sets new records at predicting what comes next in a sequence—whether text, images, or sound. It uses an algorithmic improvement of the attention mechanism to extract patterns from sequences 30x longer than possible previously. **Source:** https://openai.com/index/sparse-transformer **Date:** Tue, 23 Apr 2019 07:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - generative modeling with sparse transformers - openai generative-modeling-with-sparse-transformers - generative modeling with sparse transformers ## Core Concepts ### Key Points - Extract from OpenAI research paper - See original paper for detailed methodology ## Step-by-Step Instructions ### 1. Background ```python # Research background # See original paper: https://openai.com/index/sparse-transformer ``` ### 2. Implementation ```python # Implementation details # Refer to OpenAI's official implementation ``` ## Tools Used - `read` - Read research papers - `web_fetch` - Fetch online resources - `exec` - Run implementation code ## Example Use Cases ### 1. Basic Usage ```python # Example usage based on research ``` ## Instructions for Agents Follow these steps when applying this skill: ### Step 1: Background ## Examples ### Example 1: Basic Application **User:** I need to apply generative-modeling-with-sparse-transformers - Generative modeling with sparse transformers to my analysis. **Agent:** I'll help you apply generative-modeling-with-sparse-transformers. First, let me understand your specific use case... **Context:** Apply the methodology ### Example 2: Advanced Scenario **User:** Complex analysis scenario **Agent:** Based on the methodology, I'll guide you through the advanced application... ### Example 2: Advanced Application **User:** What are the key considerations for generative-modeling-with-sparse-transformers? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/sparse-transformer --- **Created:** 2026-03-29 14:26 **Author:** Aerial (from OpenAI Research)