gitlink-cli/research-output/session_20260707_203632/knowledge-graph/graph.json

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{
"scenario": "S2_research_knowledge_graph",
"keywords": [
"深度学习"
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"description": "一种视频编解码原型系统,内嵌深度学习编码工具显著提高压缩效率。",
"readme_head": "This software package is the reference software for Deep Learning-Based Video Coding (DLVC). The reference software includes both encoder and decoder functionality.\n\nReference software is useful in ai"
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"description": "mcTVM是MetaX-MACA生态下的开源深度学习编译框架项目基于Apache TVM v0.18.0版本进行扩展开发新增对沐曦MetaXGPU的专属支持打通沐曦GPU与TVM框架的适配通道实现深度学习模型在沐曦GPU上的高效编译、优化与部署。mcTVM助力完善沐曦GPU的软件生态为开发者提供便捷、高效的深度学习模型部署解决方案适用于人工智能、异构计算等相关领域的研发与应用场景。",
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"description": "pDeep是一种基于深度学习的质谱预测系统。",
"readme_head": "# pDeep\nPredicting MS/MS Spectra of Peptides with Deep Learning\n\nPlease visit https://github.com/pFindStudio/pDeep/tree/master/pDeep2 for the improved version of pDeep --- pDeep2.\n"
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"description": "Edge : 一个开源的科学计算引擎",
"readme_head": "\n\n<div align=center><img src=\"https://github.com/AllenZYJ/Edge-Computing-Engine/blob/debian-gcc10-test/picture/01.svg\"/></div>\n# Edge-Engine\n\n\n\n## Edge : 一个开源的科学计算引擎\n\n[README for English_version](./RE"
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"description": "Edge : 一个开源的科学计算引擎",
"readme_head": "#### 从命令行创建一个新的仓库\nnew line\n\n```bash\ntouch README.md\ngit init\ngit add README.md\ngit commit -m \"first commit\"\ngit remote add origin https://git.trustie.net/Edge/Edge-Computing-Engine.git\ngit push -u ori"
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"readme_head": "# Frequency-domain-deep-learning\n## 频域深度学习入门教程\n\n## 概述\n\n这是一个用于在频域进行深度学习的入门教程看完这个文档后希望读者能够理解和掌握频域深度学习的核心概念、技术和应用。\n\n## 📖 适用人群\n\n- **初学者**: 对频域处理感兴趣的深度学习爱好者\n- **研究人员**: 希望将频域方法应用到研究中的学者\n- **工程师**: 需要在实际项"
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"description": "",
"readme_head": "# aa\n\n"
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"readme_head": "# Gandalf\nSome codes and results about our paper, here is the structure of our directory:\n\n- **/src:** High level interface of out implementation of model generator across frameworks by JSON\n\n - conf"
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"readme_head": "\n\n## 自动化测试 —— 基于等价融合算子的深度学习框架差分测试技术 \n\n\n\n| 姓名 | 学号 |\n| ------ | --------- |\n| 徐润石 | 201250167 |\n| 于欣博 | 201250165 |\n| 刘云辉 | 201250166 |\n| 桂金鑫 | 201850107 |\n\n\n\n### 1. 深度学习框架选择 —— PyTorch\n\n#### "
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"description": "代码生成式补全工具",
"readme_head": "## 项目概述:\n\n基于上下文分析和深度学习的代码生成式补全工具DeepAPIRec是一款由复旦大学软件工程实验室CodeWisdom团队推出的基于代码上下文和深度学习的智能化API代码推荐工具。DeepAPIRec考虑代码上下文中的API使用代码及其结构信息并通过结合Child-Sum Tree-LSTM网络和N-ary LSTM网络作为API推荐的深度学习模型。此外DeepAPIRec构建"
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"description": "深度神经网络的泛化能力是机器学习领域的核心问题之一。传统优化算法如随机梯度下降SGD和Adam仅最小化训练损失值容易导致模型收敛到尖锐的最小值点从而影响泛化性能。近年来锐度感知最小化Sharpness-Aware Minimization, SAM通过同时最小化损失值和损失锐度有效提升了模型的泛化能力但其计算开销约为传统优化器的两倍。本文系统研究了SAM及其两种高效变体——ESA",
"readme_head": "# sam-optimizers\n# 新型优化算法的实现与分析 - SAM系列优化器\n\n本项目实现了多种基于锐度感知最小化Sharpness-Aware Minimization, SAM的优化算法并在CIFAR-10/100数据集上进行对比实验。\n\n## 实验环境\n\n### 硬件要求\n- AMD GPU (支持ROCm) 或 NVIDIA GPU (支持CUDA)\n- 至少8GB显存推荐"
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"description": "赛道二三维点云降噪项目,基于 StraightPCF 复现并改进三阶段耦合速度场方法:单速度预训练、双速度耦合训练、距离缩放模块精调。采用 patch 级迭代推理与稳健重建保证输入输出点数一致。最佳提交成绩72.63CD 60.31 / P2S 84.96)。",
"readme_head": "# 赛道二点云降噪 —— 基于 StraightPCF 的三阶段耦合速度场降噪\n\n**赛道**:赛道二:基于深度学习的三维点云降噪任务 \n**团队名**:铲屎官\n\n本仓库为「计图Jittor点云降噪赛题」的参赛代码。任务是给定从三维物体表面采样并加入噪声的点云预测每个点的位移向量将含噪点「推回」真实物体表面附近输出与输入点数严格一致的降噪点云。最终成绩由 Chamfer Distanc"
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