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jiahaozheng406/README.md

🌌 I'm Jiahao Zheng · aka "++"

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About Me - "The Incremental Optimist"

AI Robot

🎓 Academic Identity

Undergraduate Researcher at Nanjing University of Posts and Telecommunications (NJUPT)
📍 Majoring in Computer Science and Artificial Intelligence

🚀 Research Philosophy

I am an AI researcher dedicated to bridging the gap between Computer Science and Natural Sciences. My work currently focuses on:

  • 🦾 Embodied AI & Robotics - Building agents that understand and manipulate the physical world
  • 🧠 Transformer Architectures - Leveraging attention mechanisms for multimodal understanding
  • 🎯 Action Chunking Transformers (ACT) - Pioneering imitation learning for robotic manipulation
  • 🔬 AI for Science (AI4S) - Accelerating scientific discovery through intelligent computation
  • 🤖 Multimodal Agents - Integrating vision, language, and action for intelligent systems

🎯 Fun Fact: Call me "++"!

💡 It's a clever pun on my Chinese name:

  • 🔤 Jiahao sounds like "Plus Sign" (加号)
  • Zheng means "Positive" (正)

So mathematically, I am literally ++ 😄
Like the increment operator - always improving, always growing!


🔬 Research Focus & Expertise

🤖 Embodied Intelligence

Core Algorithms:

  • 🎯 ACT (Action Chunking Transformer)

    • Temporal action sequence modeling
    • Imitation learning for robotic manipulation
    • CVAE-based policy learning
  • 🦾 Vision-Language-Action Models

    • Cross-modal fusion architectures
    • End-to-end perception-action pipelines
    • Real-world robotic deployment

🧠 Transformer Architectures

Technical Depth:

  • 🔍 Self-Attention Mechanisms

    • Multi-head attention optimization
    • Positional encoding strategies
    • Sparse attention patterns
  • 📊 Multimodal Transformers

    • Vision-Language pre-training
    • Cross-modal alignment techniques
    • Efficient fine-tuning methods (LoRA, Adapter)

🧭 Future Research Interests

I am actively expanding my research horizons into the following frontier areas:

🌟 Domain 🎯 Specific Interests 📚 Key Techniques
⚛️ Quantum Computing Quantum Machine Learning (QML), Quantum Algorithms Qiskit, PennyLane, Cirq
🗣️ Natural Language Processing Large Language Models, Reasoning, Semantic Understanding GPT-4, Claude, Llama 3
🍎 AI for Physics PINNs, Data-driven Discovery, Physical Simulation Acceleration SchNet, NequIP, Physics-Informed Networks

🛠️ Tech Stack

🤖 AI & Deep Learning Frameworks

Python PyTorch TensorFlow JAX Transformers

scikit-learn Pandas NumPy OpenCV

🦾 Robotics & Embodied AI

ROS OpenAI Gym MuJoCo

💻 Development & Research Tools

PyCharm VS Code Jupyter Colab

Git Docker Linux

🔬 Scientific Computing

MATLAB Origin LaTeX

🎨 Productivity & Documentation

Typora Notion PowerPoint Figma

🎮 Mobile & Others

DevEco Studio Anaconda

🚀 Featured Projects

My engineering practice spans diverse domains, focusing on Embodied AI and Scientific Computing. I have developed intelligent agent systems and utilized VLA (Vision-Language-Action) models for real-world applications.


🐍 GitHub Contribution Snake

github contribution grid snake animation Motivation

⚡ Interests & Idols

🏃‍♂️ The Runner's Mindset

Running GIF

I am an avid marathon runner, believing that the endurance required on the track mirrors the persistence needed in scientific research.

"Every kilometer on the track is a metaphor for every epoch in training neural networks."

What Running Teaches Me:

  • Patience - Models converge slowly, just like endurance builds gradually
  • Resilience - Hitting the wall at km 30 ≈ NaN loss at epoch 87
  • Optimization - Finding the right pace ≈ Finding the right learning rate

🌟 My Idols - Champions of Dedication

My idols, LeBron James and Kylian Mbappé, have profoundly shaped my understanding of dedication and peak performance.

LeBron James

LeBron James

The NBA's all-time leading scorer and a defining figure of athletic longevity and leadership.

Kylian Mbappé

Kylian Mbappé

FIFA World Cup winner and one of the most explosive and talented forwards in modern football.

💭 Random Dev Quote


⭐️ From jiahaozheng406 · "++" · The Incremental Optimist

"Coding for AI, Coding for Science. Exploring the Physics of Intelligence." 🌌

Pinned Loading

  1. VLN-DUET VLN-DUET Public

    Forked from cshizhe/VLN-DUET

    Official implementation of Think Global, Act Local: Dual-scale GraphTransformer for Vision-and-Language Navigation (CVPR'22 Oral).

    Python