Skip to content
View waferen's full-sized avatar
3 followers · 5 following

Achievements

Achievement: Pull Shark

Achievements

Achievement: Pull Shark

Highlights

  • Pro

Block or report waferen

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
waferen/README.md

Shibo Li (李世博) 🎓

人工智能 × 教育学

Email Blog Location

🔬 Research Interests

  • Continual Learning: Mitigating catastrophic forgetting in neural networks
  • Graph Neural Networks: Hierarchical GNN for structured data
  • Trajectory Prediction: Autonomous driving scene understanding
  • Efficient ML: Edge AI and model compression

📚 Selected Projects

1. View-Batch Replay for Continual Learning

毕业设计 | Python + PyTorch | CVPR 2025 复现

复现CVPR 2025论文《Replay Compression for Class-Incremental Learning》(arXiv:2503.18371v1)，受认知心理学间隔效应启发，实现View-Batch Replay机制缓解神经网络灾难性遗忘。

  • 论文复现: 完整实现View-Batch Replay采样机制、渐进式数据增强、KL散度一致性损失
  • 改进探索: 测试不同aug_repeat参数和多种渐进式增强策略，发现高斯噪声效果最佳
  • 实验结果: CIFAR-10类增量学习，准确率从71.67%提升至72.97%，遗忘率降低50.8%
  • 关键词: Continual Learning, Catastrophic Forgetting, Self-supervised Learning

Paper

2. AlphaZero Chinese Chess

强化学习 | Python + C++ + PyTorch

基于AlphaZero范式构建中国象棋博弈AI。

  • 系统架构：多进程生产者-消费者架构，自我对弈数据收集与网络训练并行
  • 网络设计：ResNet双头网络，7层残差块，策略头输出2086维走法概率
  • MCTS：PUCT算法，2000次playout，Dirichlet Noise增强探索

3. GNN-Transformer Trajectory Prediction

自动驾驶 | Python + PyTorch Geometric

复现Waymo VectorNet论文，层次化图神经网络+Transformer实现轨迹预测。

  • GNN编码器：SubGraph消息传递网络聚合折线特征，3层GraphLayerProp
  • Transformer：Multi-Head Self-Attention建模代理间交互，Masked Softmax处理变长序列
  • 实验结果：Argoverse数据集，20帧历史→30帧预测，minADE=2.637, minFDE=6.992

📫 Contact Me

"Education is not the filling of a pail, but the lighting of a fire." —— William Butler Yeats

致力于让机器学习像人类学习一样高效

Pinned Loading

  1. Lightweight-Spectral-GCN-for-bird-sound-classification-on-Edge-devices Lightweight-Spectral-GCN-for-bird-sound-classification-on-Edge-devices Public

    Python 1

  2. GNN-Transformer-Trajectory-Prediction GNN-Transformer-Trajectory-Prediction Public

    复现VectorNet论文：基于GNN-Transfor mer的自动驾驶轨迹预测模型

    Python 1

  3. HeartDance HeartDance Public

    Forked from Mr-LUHAOYU/HeartDance

    企业实训

    Jupyter Notebook

  4. Machine-learning-course-design Machine-learning-course-design Public

    Jupyter Notebook

  5. ViewBatchModel-MyThesis ViewBatchModel-MyThesis Public

    Python

  6. Alphazero-for-Chinese-chess Alphazero-for-Chinese-chess Public

    Python