Research programs

Research projects

My publications are organized into research programs rather than a flat list — each project traces a coherent line of inquiry across several papers, with a supervisor and a research question behind it.

Evolution of traffic representation across this research line: from feature reduction to learned latent representations and semantic representations for pretrained language models.

Network Intrusion Detection

How network traffic should be represented for efficient, data-efficient intrusion detection.

4 papers · 2022 — Present View
Multiple source documents are selected, related, and synthesized into a grounded summary.

Agentic Language Reasoning

Multi-agent systems for multi-source summarization and knowledge-grounded reasoning.

2 papers · 2024 — Present View
Heterogeneous clinical evidence branches into patient representation and clinical reasoning on one side, and medical vision-language generation on the other.

Structured Multimodal Healthcare

Structured patient representations and evidence-aware medical report generation.

5 papers · 2024 — Present View