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Huiying Li

3 accepted papers

2026

CollabVLA: Self-Reflective Vision-Language-Action Model Dreaming Together with Human

ICRA 2026poster

In this work, we present CollabVLA, a self-reflective vision-language-action framework that transforms a standard visuomotor policy into a collaborative assistant. CollabVLA tackles key limitations of prior VLAs, including domain overfitting, non-interpretable reasoning, and the high latency of auxi…

2021

Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning

AAAI 2021technical

Single-table text-to-SQL aims to transform a natural language question into a SQL query according to one single table. Recent work has made promising progress on this task by pre-trained language models and a multi-submodule framework. However, zero-shot table, that is, the invisible table in the t…

2020

Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge Base

IJCAI 2020poster

Formal query building is an important part of complex question answering over knowledge bases. It aims to build correct executable queries for questions. Recent methods try to rank candidate queries generated by a state-transition strategy. However, this candidate generation strategy ignores the str…