Personal Knowledge Base

A long-term research and learning notebook for posts, notes, papers, projects, and research directions.

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Working notes

Notes

Shorter records for ideas still being worked through: concepts, equations, implementation details, and experiments.

Learning record

Learning timeline

  1. PostDeep Learning

    Transformer 架构与训练详解

    从整体架构、注意力机制到优化器与大规模预训练,系统梳理 Transformer 的组成和训练过程。

  2. PostReinforcement Learning

    Bellman Optimality as a Planning Lens

    A compact note on why the Bellman equation is more than a recurrence: it is a way to organize decisions under uncertainty.

  3. NoteDSP

    IIR Filters and Quantization Error

    A study note on how finite precision changes the behavior of recursive digital filters.

  4. PostWorld Model

    What I Mean by a World Model

    A working definition for connecting perception, temporal prediction, and action in embodied learning systems.

  5. NoteExperiment Logs

    Experiment Log: Conditioning a Video Diffusion Model

    An early record of how affordance conditioning changes temporal consistency in generated driving scenes.

  6. PaperWorld Model

    Learning Latent Dynamics for Long-Horizon Video Prediction

  7. PaperAutonomous Driving

    Planning-oriented Autonomous Driving