Update README.md

README.md

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-license: cc-by-nc-4.0
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+---
+license: cc-by-nc-4.0
+datasets:
+- Continual-Mega/Continual-Mega-Neurips2025
+tags:
+- pytorch_model_hub_mixin
+---
+
+
+# 🧠 Continual-MEGA: A Large-scale Benchmark for Generalizable Continual Anomaly Detection
+
+This repository provides model checkpoints for **Continual-MEGA**, a benchmark introduced in the paper:
+
+[![Paper](https://img.shields.io/badge/Paper-arXiv%3A2506.00956-b31b1b?logo=arxiv&style=flat-square)](https://arxiv.org/abs/2506.00956)
+
+🔗 **Codebase**: [Continual-Mega/Continual-Mega](https://github.com/Continual-Mega/Continual-Mega)
+
+---
+
+## 🚀 Overview
+
+Continual-MEGA introduces a realistic and large-scale benchmark for **continual anomaly detection** that emphasizes generalizability across domains and tasks.
+
+The benchmark features:
+
+- ✅ Diverse anomaly types across domains
+- 🔁 Class-incremental continual learning setup
+- 📈 A large-scale evaluation protocol surpassing previous benchmarks
+
+This repository hosts pretrained **model checkpoints** used in various scenarios defined in the benchmark.
+
+---
+
+## 📦 Available Checkpoints
+
+| Model Name       | Scenario   | Description                                      |
+|------------------|------------|--------------------------------------------------|
+| `model_sc2_base` | Scenario 2 | Trained on Sceanrio 2 base classes         |
+| *(More to come)* | –          | –                                                |
+
+---