Hello, I'm
AI Researcher · Jiangnan University
Undergraduate researcher in AI & Computer Science (Class of 2027). Focused on Multimodal Learning, AI Safety, LLM Reasoning, and AI for Science. 4 papers as first/co-first author (1 CCF-B, 3 CCF-C). iGEM 2025 Gold Medalist.
class Researcher:
name = "Zihao"
affiliation = "Jiangnan Univ."
interests = [
"Multimodal Learning",
"AI Safety",
"LLM Reasoning",
"AI4Science",
]
papers = 4 # CCF-B x1, CCF-C x3
awards = ["iGEM Gold"]First exploration of State Space Model (Mamba) architecture for generated image detection. Designed CLIP-Mamba based multimodal feature decoupling fusion network for robust OOD deepfake detection.
Proposed SHINE neuro-symbolic hybrid architecture combining LLM understanding with symbolic reasoning for multi-constraint optimization. Achieved 77.27% pass rate on ChinaTravel benchmark (>100% improvement over baselines).
LoRA fine-tuning of 13B vision-language model for unified detection-localization-explanation image tampering framework. Extension of PRCV work into image forgery detection domain.
Research on LLM reasoning capabilities and evaluation methodologies.
iGEM 2025 · Dry-lab Lead · Paris, France
Antimicrobial peptide de novo design platform fusing protein language models (ESM-2 / ProtT5 / Ankh) with generative AI. Transformer-VAE + Latent Diffusion architecture supporting 6 conditional generation modes for precise AMP variant control.
Universal Biomolecular Rational Design
End-to-end protein-ligand complex design system based on Boltz-1, covering small molecules, peptides, and DNA/RNA aptamers. Integrated LigandMPNN + PyRosetta with multi-objective loss, optimizing pLDDT from 0.55 to 0.75+.
Genomic Language Model Adaptation
Domain-adaptive fine-tuning of Evo2-1B genomic foundation model on NVIDIA BioNeMo Framework. Full pipeline from iGEM Registry & OpenGenome2 data acquisition through Megatron-LM distributed preprocessing to LoRA fine-tuning and inference.
Neuro-Symbolic Travel Planning
Hybrid architecture combining LLM natural language understanding with symbolic reasoning. Deterministic NL2SL constraint translation pipeline with RAG, JSONSchema validation, and constraint-aware DFS algorithm. 77.27% pass rate on ChinaTravel.
International Genetically Engineered Machine Competition · Paris, France
Jiangnan University · Top academic honor
Communist Party of China