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huangtiansheng/README.md

Hi there 👋 I am Tiansheng Huang

  • I’m currently a third-year PhD candidate from Georgia Tech.
  • I am working on safety alignment for large language models. Particularly, I am interested in red-teaming attacks and defenses for LLMs.

Selected Publications

I try to push myself to publish high quality papers in the periodicity of every three months. Here are the papers I wrote in 2024.

  • [2024/2/2] Vaccine: Perturbation-aware alignment for large language model aginst harmful fine-tuning NeurIPS2024 [paper] [code]
  • [2024/5/28] Lazy safety alignment for large language models against harmful fine-tuning NeurIPS2024 [paper] [code]
  • [2024/8/18] Antidote: Post-fine-tuning safety alignment for large language models against harmful fine-tuning arXiv [paper]
  • [2024/9/3] Booster: Tackling harmful fine-tuning for large language models via attenuating harmful perturbation arXiv [paper] [code] [Openreview]
  • [2024/9/26] Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey arXiv [paper] [repo]

Pinned Loading

  1. git-disl/awesome_LLM-harmful-fine-tuning-papers git-disl/awesome_LLM-harmful-fine-tuning-papers Public

    A survey on harmful fine-tuning attack for large language model

    87 2

  2. git-disl/Vaccine git-disl/Vaccine Public

    This is the official code for the paper "Vaccine: Perturbation-aware Alignment for Large Language Models" (NeurIPS2024)

    Shell 19

  3. git-disl/Lisa git-disl/Lisa Public

    This is the official code for the paper "Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning" (NeurIPS2024)

    Python 11

  4. git-disl/Booster git-disl/Booster Public

    This is the official code for the paper "Booster: Tackling Harmful Fine-tuning for Large Language Models via Attenuating Harmful Perturbation".

    Shell 6