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Haoran Huang

3 accepted papers

2024

DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation

NeurIPS 2024poster

Data analysis is a crucial analytical process essential for deriving insights from real-world databases. As shown in Figure 1, the need for data analysis typically arises from specific application scenarios, and requires diverse reasoning skills including mathematical reasoning, logical reasoning, a…

2024

Improving Generalization of Alignment with Human Preferences through Group Invariant Learning

ICLR 2024spotlight

The success of AI assistants based on language models (LLMs) hinges crucially on Reinforcement Learning from Human Feedback (RLHF), which enables the generation of responses more aligned with human preferences. As universal AI assistants, there's a growing expectation for them to perform consistent…

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