Derived from arXiv:2607.11826 - Transformer-Guided Swarm Intelligence for Frugal Neural Architecture Search
Scanned 9/11/2026
Install to Claude Code
npx -y skills add hiyenwong/ai_collection --skill transformer-guided-swarm-intelligence-for-frugal-n --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Transformer Guided Swarm Intelligence For Frugal N?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/hiyenwong-transformer-guided-swarm-intelligence-for-frugal-n)More formats (shields.io, HTML) on the badges page.
# Transformer-Guided Swarm Intelligence for Frugal Neural Architecture Search
Derived from arXiv:2607.11826 - Transformer-Guided Swarm Intelligence for Frugal Neural Architecture Search
## Core Concept
Neural Architecture Search (NAS) has automated the design of deep learning models but traditionally requires massive computational resources, often measured in thousands of GPU-days. In this paper, we propose a frugal and memetic NAS framework designed to democratize architecture design on consumer-grade hardware. Our approach combines the global macro-search capabilities of an autoregressive Transformer controller, trained via Reinforcement Learning (RL), with the local micro-exploitation of an...
## Key Insights
- Derived from arXiv:2607.11826
- Published: 2026-07-13
- Utility Score: 0.87
- Authors: Romain Amigon
## Activation
transformer-guided-swarm-intelligence-for-frugal-n, 2607.11826
## References
- arXiv: https://arxiv.org/abs/2607.11826
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!
This skill provides comprehensive analysis of competitor SEO and GEO strategies, revealing what's working in your market and identifying opportunities to outperform the competition.
Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 7 modes: full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review...
Use when an operation issue is a Paperclip cursor-window, distill, or backfill — `operationType: "distill"` or `"backfill"` and the body references a Paperclip source bundle for a project or root issue. Turn raw Paperclip activity into a wiki-insightful project page, decisions log, and history note. This skill exists specifically to replace the stiff, datestamp-heavy templated output that the deterministic distiller produces.
Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory integrity verification, two-stage peer review, and reproducible quality gates. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publi...
Semantic search, similar content discovery, and structured research using Exa API