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Jiahao Xiao

3 accepted papers

2026

Can VLMs Diagnose and Recover from VLA Manipulation Faults?

ICML 2026poster

Existing VLA models frequently fail in robotic manipulation tasks, with poorly structured fault types that often require expert diagnosis.While VLMs offer strong explanatory capabilities, their effectiveness in assisting VLAs is limited by their unclear role in diagnostics and inadequate collaborati…

Cited by 0SourceScholar
2026

Image Quality Assessment for Embodied AI

ICLR 2026poster

Embodied AI has developed rapidly in recent years, but it is still mainly deployed in laboratories, with various distortions in the Real-world limiting its application. Traditionally, Image Quality Assessment (IQA) methods are applied to predict human preferences for distorted images; however, there…

Cited by 0SourcecodeScholar
2026

Improve MLLM Benchmark Efficiency through Interview

ICASSP 2026poster

The rapid development of Multimodal Large Language Models (MLLM) has led to a wide range of MLLM applications, and a number of benchmark datasets have sprung up in order to assess MLLM abilities. However, full-coverage Q&A testing on large-scale data is resource-intensive and time-consuming. To addr…

Cited by 0SourcePDFScholar