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AndrewZhou924/README.md

Hi there 👋 I am (Andrew) Zhanke Zhou

I am a Ph.D. student at TMLR group of Hong Kong Baptist University, advised by Prof. Bo Han and working with Prof. Jiangchao Yao. Currently, I am a visiting student at STAIR lab of Stanford University, working with Prof. Sanmi Koyejo. Prior to that, I was a visiting student at LARS group of Tsinghua University, working with Prof. Quanming Yao and Prof. Yongqi Zhang.

My research focuses on trustworthy machine reasoning with foundation models (LLMs, VLMs) to solve complex problems (math, coding) and accelerate scientific discovery and application in fields like biology, chemistry, and healthcare. I believe that reasoning is the essential pathway to achieving AGI. Trustworthy machine reasoning encompasses properties such as reasoning power, robustness, safety, and explainability. My work involves developing methodologies, benchmarks, and theoretical foundations to advance these areas. The image below inspires me a lot! Please refer to my homepage for details.

I am always open to possible collaborations. Please feel free to email me for research, collaborations, or a casual chat.

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  1. tmlr-group/landscape-of-thoughts tmlr-group/landscape-of-thoughts Public

    [ICLR 2025 Workshop] "Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models"

    Jupyter Notebook 24 1

  2. tmlr-group/NoisyRationales tmlr-group/NoisyRationales Public

    [NeurIPS 2024] "Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?"

    Python 34 2

  3. MC-GRA MC-GRA Public

    [ICML 2023] "On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation"

    Python 25 4

  4. LARS-research/AdaProp LARS-research/AdaProp Public

    [KDD 2023] AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning

    Python 27 3

  5. tmlr-group/DeepInception tmlr-group/DeepInception Public

    [arXiv:2311.03191] "DeepInception: Hypnotize Large Language Model to Be Jailbreaker"

    Python 148 14

  6. Awesome-model-inversion-attack Awesome-model-inversion-attack Public

    [arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"

    178 13