AAAI 2026technical0 citations
Adaptive Evidential Learning for Temporal-Semantic Robustness in Moment Retrieval
Haojian Huang, Kaijing Ma, Jin Chen, Haodong Chen, Zhou Wu, Xianghao Zang, Han Fang, Chao Ban
Abstract
In the domain of moment retrieval, accurately identifying temporal segments within videos based on natural language queries remains challenging. Traditional methods often employ pre-trained models that struggle with fine-grained information and deterministic reasoning, leading to difficulties in aligning with complex or ambiguous moments. To overcome these limitations, we explore Deep Evidential Regression (DER) to construct a vanilla Evidential baseline. However, this approach encounters two major issues: the inability to effectively handle modality imbalance and the structural differences in DER
BibTeX
@inproceedings{aaai2026_adaptiveevidenti,
title = {Adaptive Evidential Learning for Temporal-Semantic Robustness in Moment Retrieval},
author = {Haojian Huang and Kaijing Ma and Jin Chen and Haodong Chen and Zhou Wu and Xianghao Zang and Han Fang and Chao Ban and Hao Sun and Mulin Chen and Zhongjiang He},
booktitle = {AAAI 2026},
year = {2026}
}