Skip to content
Back to skills

Proxy Fusion Recovery

ASecurity

Run a bounded proxy recovery that compares explicit/implicit-style fusion and performs a small optimizer step on fusion weights.

  • 247 stars
  • 0 votes
  • 0 copies
  • 0 views
  • Added September 9, 2026
testingpython

Security analysis

A100/100

Scanned September 9, 2026

npx -y skills add VectorSpaceLab/AREX-Skill --skill proxy_fusion_recovery --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Proxy Fusion Recovery?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Proxy Fusion Recovery
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/vectorspacelab-proxy-fusion-recovery/badge)](https://www.skillsdirectory.com/skills/vectorspacelab-proxy-fusion-recovery)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

SKILL.md
---
name: proxy_fusion_recovery
description: Run a bounded proxy recovery that compares explicit/implicit-style fusion and performs a small optimizer step on fusion weights.
---

# Proxy Fusion Recovery

## When To Use
Use this skill for bounded infrared-visible image-fusion analysis derived from `arXiv:2206.09581`, especially when preserving modality-specific features, comparing explicit/implicit mechanisms, or running proxy recovery.

## Inputs
See the corresponding module document in the attempt directory. Inputs must be local text or numeric arrays; do not read any original paper repository.

## Outputs
The skill returns deterministic JSON-compatible diagnostics suitable for downstream recovery and analysis.

## Workflow
1. Validate input shapes or text content.
2. Execute the module-specific mechanism with deterministic defaults.
3. Return compact evidence and numeric diagnostics.
4. For recovery, keep proxy/reduced labels explicit.

## Validation
Run `python /share/project/yuyang/workspace/Paper2Skills/Paper2Skills-Agent/src/packages/paper2skills-agent/src/paper2skills/skills/module-to-skill/scripts/validate_skill_tree.py /share/project/yuyang/workspace/Paperbench/record/case13/extracted_skills_attempt_001/exorl_unsupervised_rl/proxy_fusion_recovery --run-tests`.

## Limitations
This skill implements a lightweight, reusable proxy for the paper mechanism, not the full 21-test-set benchmark from the paper.

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.