Hi, I'm Haotian Sun.

Ph.D. Student in ML at Georgia Tech🐝
I'm a Machine Learning (ML) Ph.D. student co-advised by Dr. Bo Dai and Dr. Chao Zhang.
My research interest lies in general machine learning and foundation models.
I am fortunate to collaborate with researchers, developers, and scientists while working at Georgia Tech, CentraleSupélec, and Xi'an Jiaotong University.

Featured Publications

BBox-Adapter: Lightweight Adapting for Black-Box Large Language Models

Haotian Sun*, Yuchen Zhuang*, Wei Wei, Chao Zhang, Bo Dai

Accepted at ICML 2024

Black-box LLMs, Adaptation, Plug-and-play

Project PDF Code

AdaPlanner: Adaptive Planning from Feedback with Language Models

Haotian Sun*, Yuchen Zhuang*, Lingkai Kong, Bo Dai, Chao Zhang

Accepted at NeurIPS 2023

Closed-loop adaptive planning, LLM agent, Code interface, Skill discovery

Project PDF Code

ToolQA: A Dataset for LLM Question Answering with External Tools

Yuchen Zhuang, Yue Yu, Kuan Wang, Haotian Sun, Chao Zhang

Accepted at NeurIPS 2023 (Datasets and Benchmarks Track)

LLM evaluation, Dataset curation, Tool use

PDF Code

Two Birds with One Stone: Enhancing Calibration and Interpretability with Graph Functional Neural Process

Lingkai Kong*, Haotian Sun*, Yuchen Zhuang, Haorui Wang, Wenhao Mu, Chao Zhang

Accepted at AISTATS 2024

Graph classification, Uncertainty estimation, Model interpretability

Project PDF Code

Autoregressive Diffusion Model for Graph Generation

Lingkai Kong, Jiaming Cui, Haotian Sun, Yuchen Zhuang, B Aditya Prakash, Chao Zhang

Accepted at ICML 2023

Graph generation, Diffusion model, Autoregressive generative model

Project PDF

Misc.

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