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Hi, I'm Peter πŸ‘‹

I am very interested in AI research. I share some thoughts on papers on LinkedIn from time to time. I completed my PhD in Machine Learning, focusing on the limitations of current ML models.

My research outcome

  • I invented a test-time defense prompt technique (model reprogramming), being the first to my knowledge. Link
  • I found that multimodal latent diffusions are different from small perturbations. Link
  • I improved adversarial examples outlier detection by creating a dataset through open-source contribution (OpenOOD) and wrote light-weight detectors with extended evaluations. Link

Research interests: Model robustness, reasoning, deepfake, test-time learning, autonomous systems, foundation models, pattern recognition, large-scale AI, multimodality, self-improving architectures, and AGI.

πŸ“« How to reach me: My mail


  • πŸ”­ I’m currently working on transformers and foundation models.
  • 🌱 I’m currently learning agengtic AI and evolutionary AI.
  • πŸ‘― I’m looking to collaborate on ML research projects. (Collaborate with other AI-obsessed people and create something awsome.)
  • πŸ€” I’m looking for mock interview practice. Link
  • ⚑ Fun fact: I won a tournament in kickboxing.

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