CS undergrad @ National Taiwan University · programmer · AI research

Summer@EPFL Research Intern

• Developing a self-supervised encoder that turns pathology images into general-purpose representations for downstream tasks.

Software Development Engineer Intern

• Developed a pytest-based automated validation pipeline for firmware image testing on eero embedded devices.
• Integrated Serial/Telnet communication, GitLab CI/CD triggers, TFTP/SCP transfer, image flashing, connectivity tests, and functional tests into a unified workflow.
• Improved image bundle validation speed, consistency, and robustness.

• Conducted research on physical reasoning in multimodal LLMs, integrating textual context, intermediate visual generation, and tool usage to improve problem-solving performance.
• Developed a pipeline enabling models to generate sketches, auxiliary lines, and visual cues for geometric and physical reasoning tasks.
• Investigated multimodal reasoning methods, specifically Chain-of-Thought and self-reflection, to enhance physical reasoning capabilities.

• Researched large language model security by applying RAG pipelines and LoRA adapters to enforce role-based access control.
• Improved access control robustness and reduced unauthorized information leakage, validated through benchmark evaluation and practical validation.

• Researched how the neurotransmitters SP and GABA modulate the activation of allergy-associated immune cells.