Samuel
Samuel

Robotics Researcher

About Me

I am a robotics researcher working toward cognitive autonomy—robots that not only act, but understand, adapt, and self-correct. I am currently building the first step with TIWM (Tokenized Intent World Model), a sparse intent-token interface between perception and decision-making. My long-term goal is to unify interpretable cognitive templates and autoregressive long-horizon planning into a hybrid paradigm for generalizable, human-aligned robotic intelligence.

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Interests
  • Cognitive Robotics
  • World Representation
  • Deep Reinforcement Learning
  • Robotic Middleware (ROS/ROS2)
  • LLM/VLM for Robotics
Education
  • MEng Computer Technology

    Central China Normal University

  • MSc Computer Science

    University of Wollongong

  • BSc Computer Science and Technology

    Huaiyin Institute of Technology

📚 Current Research
  • Sparse World Representation

Learning minimal yet semantically grounded tokens from high-dimensional perception to replace dense world-model reconstruction and enable fuzzy-memory sparse alignment across scenes.

  • Cognitive Skill Templates

Designing interpretable, composable action schemas (symbolic abstraction × RL policy) for contextual reasoning, fast adaptation, and robust error recovery in dynamic human–robot interaction.

  • Intent Autoregression & Spatiotemporal Co-evolution

Imagining future states via intent-token autoregression to support long-horizon, joint spatiotemporal planning without dense future rollouts.

📚 TIWM — Tokenized Intent World Model
A unified representation–generation–decision semantic loop that imagines futures and acts upon them with intent. TIWM provides an intent interface that fuses template-driven cognition with sparse AR long-horizon reasoning for scalable, interpretable planning.
Featured Papers
Recent Papers
Recent Patents
(2024). An Adaptive Trajectory Generation Method for Intersections Without High-Precision Maps Based on Multi-Deciders and Evaluators. 《一种基于多决策器和评估器的无高精地图十字路口自适应轨迹生成方法》.
(2024). A Software Architecture Design Scheme for Service-to-Topic SOME/IP Service. 《一种服务到话题的SOME/IP Service软件架构设计方案》.
(2022). Remote Driving Streaming Automatic Latency Testing Method and System Based on Digital Clock. 《基于数字时钟的远程驾驶流媒体自动延迟测试方法及系统》.