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Elysia-Beloved/easy-LWE-watermark-: 基于 Tree-Ring 水印工程，实现潜空间 LWE 环形隐写与 NC 检测，支持 Stable Diffusion 2.1 实验、信号失真和几何攻击、频率/小波能量分析，支持本地/ Hugging Face 模型加载，支持gradio GUI实验。

by Elysia-Beloved

基于 Tree-Ring 水印工程，实现潜空间 LWE 环形隐写与 NC 检测，支持 Stable Diffusion 2.1 实验、信号失真和几何攻击、频率/小波能量分析，支持本地/ Hugging Face 模型加载，支持gradio GUI实验。

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Hugging Face Stability AI

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Stars: 3
Forks: 1
Language: Python
Watchers: 3
License: MIT

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A native macOS lab for teaching tiny language models to think — build the architecture, train the weights, and watch a small LLM emerge from scratch, locally on Apple Silicon with ...

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Elysia-Beloved/easy-LWE-watermark-: 基于 Tree-Ring 水印工程，实现潜空间 LWE 环形隐写与 NC 检测，支持 Stable Diffusion 2.1 实验、信号失真和几何攻击、频率/小波能量分析，支持本地/ Hugging Face 模型加载，支持gradio GUI实验。

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Greninja9257/LabLLM: A native macOS lab for teaching tiny language models to think — build the architecture, train the weights, and watch a small LLM emerge from scratch, locally on Apple Silicon with custom data, tokenizers, checkpoints, and MLX acceleration.

cneuralnetwork/oplogs: Local-first, open-source experiment tracking for machine learning and agents

andrew-yw/algothon-2026: Insights from Team abc123 on our Susquehanna x UNSW Algothon 2026 strategy, research process, ablations, and causal backtesting.