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  • Jiangnan University
  • No. 1800, Lihu Avenue, Wuxi, 214122, P. R. China
  • 12:34 (UTC +08:00)

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unumbrela/README.md
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πŸŽ“ About Me

I'm an undergraduate researcher at Jiangnan University (Project 211 Β· Double First-Class), School of AI & Computer Science, B.Eng. in Digital Media Technology β€” Class of 2027 (Junior) Β· GPA 88 / 100.

My research spans Computer Vision (medical image segmentation & vision-language fusion), AI4Science (protein & small-molecule design), and Large Language Models (reasoning & neuro-symbolic agents).

  • πŸ“„ 3 papers accepted β€” ICIC 2026 Γ—2 Oral Β· ICML 2026
  • 🧬 iGEM 2025 Gold Medal β€” dry-lab (computational) lead, in-person defence in Paris
  • πŸ›‘οΈ 1 invention patent filed (neuro-symbolic language-driven travel planning)
  • πŸ† 10+ academic competition & honour awards (MCM/ICM HM, CUMCM, Lanqiao Cup, Wuxi City Outstanding Student Cadre, Jiangnan Honor Student …)

πŸ”­ I am actively looking for research-assistant, summer-internship, and graduate-study opportunities in Computer Vision, AI for Science, and LLM reasoning.


πŸ”¬ Research Interests

Medical Image Segmentation & Vision-Language Fusion  β€”  fine-structure segmentation under weak
semantic prompts, Mamba/SSM, alignment-adaptive fusion
AI4Science  β€”  protein & small-molecule design, data analysis & visualisation
AIGC Detection & Visual Robustness  β€”  AI-generated image detection, OOD generalisation,
CLIP representations, robustness-asymmetry analysis

πŸ“„ Publications

1 first author Β· * co-first author

# Paper Venue Role Status
1 FWMamba-UNet: Frequency-Wavelet Enhanced Mamba UNet for Medical Image Segmentation ICIC 2026 Oral (CCF-C) 1st author βœ… Accepted
2 Extract Then Compile: Reliable Neuro-Symbolic Planning for Large Language Models ICIC 2026 Oral (CCF-C) 1st author βœ… Accepted
3 RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry ICML 2026 (CCF-A) Co-first βœ… Accepted

πŸ“š Full publication list & details on my academic homepage.


πŸ§ͺ Featured Projects

🩻 FWMamba-UNet

ICIC 2026 Oral Β· 1st Author

Frequency-domain + wavelet-transform branches augmenting a Mamba state-space UNet, capturing cross-scale boundary cues that pure spatial UNets miss.

Mamba Wavelet FFT Medical Imaging

🧬 AMP Forge β€” iGEM 2025 Gold

Dry-Lab Lead Β· Paris

De-novo antimicrobial peptide design: ESM-2 / ProtT5 / Ankh + BiGRU-VAE β†’ Latent Diffusion β†’ Transformer decoder, three-stage training (MLE β†’ RL β†’ diffusion). SOTA on multiple metrics; wet-lab-validated variants outperform LL-37.

PLMs Latent Diffusion RLHF PyTorch

🧭 SHINE β€” Neuro-Symbolic Travel Agent

ICIC 2026 Oral Β· 1st Author + Patent

Extract-Then-Compile: an LLM lifts natural-language constraints into a symbolic program, solved reliably by classical search. Filed national invention patent.

LLM Agent Neuro-Symbolic Constraint Solving

πŸ›‘οΈ RA-Det β€” AI-Generated Image Detection

ICML 2026 Β· Co-First Author

Universal detection of AI-generated images via robustness asymmetry β€” exploiting how real vs. generated images respond differently to perturbations.

AIGC Detection OOD CLIP Robustness


πŸ› οΈ Tech Stack

Deep Learning & LLMs

PyTorch HuggingFace DeepSpeed CUDA

Architectures & Techniques

Transformer Mamba/SSM Diffusion LoRA RLHF Wavelet

Vision & AI4Science

CLIP ESM-2 ProtT5 Ankh BiGRU-VAE

Languages & Tools

Python C++ LaTeX Linux Git


πŸ“Š GitHub Stats


"We must know β€” we will know." β€” David Hilbert

πŸ“˜ Visit my academic homepage β†’

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  1. AMP-Forge AMP-Forge Public

    AMP Forge is an antimicrobial peptide generation project based on PLM embeddings, VAE, and latent diffusion.

    Python

  2. evo_fine_tune evo_fine_tune Public

    Fine-tuning pipeline for NVIDIA BioNeMo Evo2 1B on genomics sequences, including preprocessing, training, inference, embeddings, and evaluation.

    Python 1

  3. SHINE SHINE Public

    SHINE-LLM-Travel-Planner

    Python