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Building verifiable AI co-scientists for molecular reasoning, tool use, and scientific discovery.

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Short description of portfolio item number 1

Short description of portfolio item number 2

Hospital operating department layout generation using healthcare layout planning and generative adversarial networks.

Generating hospital emergency department layouts with hierarchical design and generative adversarial networks.

Combining topics and dialogue history through Fusion-in-Decoder for multi-turn conversation.

Search-engine knowledge for semantic augmentation in Chinese named entity recognition.

A survey of graph diffusion models, with applications to molecular and protein modeling.

Narrative Framing

Multi-feature embeddings for Chinese named entity recognition and character substitution.

Graph Condensation

Molecule Discovery, Large Language Models

Recommender Systems, Large Language Models

Molecule Discovery, Large Language Models

Chinese Named Entity Recognition, Search Engine Augmentation

Molecule Discovery, Large Language Models

Large Language Models, Reasoning

Vision Large Language Models, Reasoning

Molecule Discovery, Large Language Models

Large Language Models, Benchmark

Vision Language Models, Security

Molecule Discovery, Large Language Models

Molecule Discovery, Large Language Models

Molecule Discovery, Large Language Models, Reasoning

Molecule Discovery, Large Language Models

Molecular generalization, structural perturbation, and local trust regions

Medical reasoning, clinical competency, and large language models

Chemical reasoning, chain-of-thought faithfulness, and molecular hallucination

Molecular agents, architectural design, and scientific autonomy

Topology-aware molecular language, fragment-level learning, and executable editing

Process-verifiable chemical reasoning, explicit molecular state, and interactive feedback

Wenqi Fan, Jiatong Li, Zihuai Zhao, Yunqing Liu, Yiqi Wang

An INLG 2025 workshop focused on the challenges, opportunities, and future of large-language-model reasoning in medicine.

I served as a teaching assistant for COMP4434 Big Data Analytics in 2023/24 Semester 2.

I served as a teaching assistant for COMP6703 Advanced Topics in Data Analytics in 2024/25 Semester 1. I worked with Prof. Hongxia Yang to deliver course content and support students with assignments and projects.

I served as a teaching assistant for COMP6713 Advanced Large Language Models and Beyond in 2024/25 Semester 2.

I served as a teaching assistant for COMP2411 Database Systems in 2023/24 Semester 1 and 2025/26 Semester 1.

I serve as a teaching assistant for COMP5584 Large Language Models for Agents in 2026/27 Semester 1, supporting students as they study the foundations and development of LLM-based agents.