Multistage Fusion with Forget Gate for Multimodal Summarization in Open-Domain Videos. - Nayu Liu; Xian Sun; Hongfeng Yu; Wenkai Zhang; Guangluan Xu (EMNLP (1), 2020)

D-MmT: A concise decoder-only multi-modal transformer for abstractive summarization in videos. - Nayu Liu; Xian Sun; Hongfeng Yu; Wenkai Zhang; Guangluan Xu (Neurocomputing, 2021)

PolygonE: Modeling N-ary Relational Data as Gyro-Polygons in Hyperbolic Space. - Shiyao Yan; Zequn Zhang; Xian Sun; Guangluan Xu; Shuchao Li; Qing Liu 021; Nayu Liu; Shensi Wang (AAAI, 2022)

Assist Non-native Viewers: Multimodal Cross-Lingual Summarization for How2 Videos. - Nayu Liu; Kaiwen Wei; Xian Sun; Hongfeng Yu; Fanglong Yao; Li Jin 001; Zhi Guo; Guangluan Xu (EMNLP, 2022)

Cross-Modal Remote Sensing Image Retrieval Via Intra- and Inter-Modal Feature Matching. - Fanglong Yao; Nayu Liu; Peiguang Li; Dongshuo Yin; Chenglong Liu; Xian Sun (IGARSS, 2022)

TOT：Topology-Aware Optimal Transport for Multimodal Hate Detection. - Linhao Zhang; Li Jin 001; Xian Sun; Guangluan Xu; Zequn Zhang; Xiaoyu Li 004; Nayu Liu; Qing Liu 021; Shiyao Yan (AAAI, 2023)

DSP: Discriminative Soft Prompts for Zero-Shot Entity and Relation Extraction. - Bo Lv; Xin Liu; Shaojie Dai; Nayu Liu; Fan Yang; Ping Luo; Yue Yu (ACL (Findings), 2023)

Narrative Order Aware Story Generation via Bidirectional Pretraining Model with Optimal Transport Reward. - Zhicong Lu; Li Jin 001; Guangluan Xu; Linmei Hu; Nayu Liu; Xiaoyu Li 004; Xian Sun; Zequn Zhang; Kaiwen Wei (EMNLP (Findings), 2023)

TOT: Topology-Aware Optimal Transport For Multimodal Hate Detection. - Linhao Zhang; Li Jin 001; Xian Sun; Guangluan Xu; Zequn Zhang; Xiaoyu Li 004; Nayu Liu; Shiyao Yan; Qing Liu 021 (CoRR, 2023)

Hypergraph-Enhanced Textual-Visual Matching Network for Cross-Modal Remote Sensing Image Retrieval via Dynamic Hypergraph Learning. - Fanglong Yao; Xian Sun; Nayu Liu; Changyuan Tian; Liangyu Xu; Leiyi Hu; Chibiao Ding (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Text-Image Matching for Cross-Modal Remote Sensing Image Retrieval via Graph Neural Network. - Hongfeng Yu; Fanglong Yao; Wanxuan Lu; Nayu Liu; Peiguang Li; Hongjian You; Xian Sun (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

RingMo-Sense: Remote Sensing Foundation Model for Spatiotemporal Prediction via Spatiotemporal Evolution Disentangling. - Fanglong Yao; Wanxuan Lu; Heming Yang 003; Liangyu Xu; Chenglong Liu; Leiyi Hu; Hongfeng Yu; Nayu Liu; Chubo Deng; Deke Tang; Changshuo Chen; Jiaqi Yu; et al. (IEEE Trans. Geosci. Remote. Sens., 2023)

Abstractive Summarization for Video: A Revisit in Multistage Fusion Network With Forget Gate. - Nayu Liu; Xian Sun; Hongfeng Yu; Fanglong Yao; Guangluan Xu; Kun Fu 001 (IEEE Trans. Multim., 2023)

GAL: Graph-Induced Adaptive Learning for Weakly Supervised 3D Object Detection. - Dongshuo Yin; Hongfeng Yu; Nayu Liu; Fanglong Yao; Qibin He; Jihao Li; Yiran Yang; Shiyao Yan; Xian Sun (IEEE Trans. Intell. Transp. Syst., 2023)

Video Event Extraction with Multi-View Interaction Knowledge Distillation. - Kaiwen Wei; Runyan Du; Li Jin 001; Jian Liu; Jianhua Yin; Linhao Zhang; Jintao Liu; Nayu Liu; Jingyuan Zhang; Zhi Guo (AAAI, 2024)

CAMEL: Capturing Metaphorical Alignment with Context Disentangling for Multimodal Emotion Recognition. - Linhao Zhang; Li Jin 001; Guangluan Xu; Xiaoyu Li 004; Cai Xu; Kaiwen Wei; Nayu Liu; Haonan Liu (AAAI, 2024)

DuaPIN: Auxiliary task enhanced dual path interaction network for civil court view generation. - Nayu Liu; Luyao Ma; Yiquan Wu 001; Kaiwen Wei; Cunhang Fan; Yating Zhang (Knowl. Based Syst., 2024)

M2DCapsN: Multimodal, Multichannel, and Dual-Step Capsule Network for Natural Language Moment Localization. - Nayu Liu; Xian Sun; Hongfeng Yu; Fanglong Yao; Guangluan Xu; Kun Fu 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Multimodal Cross-Lingual Summarization for Videos: A Revisit in Knowledge Distillation Induced Triple-Stage Training Method. - Nayu Liu; Kaiwen Wei; Yong Yang 001; Jianhua Tao 001; Xian Sun; Fanglong Yao; Hongfeng Yu; Li Jin 001; Zhao Lv; Cunhang Fan (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Language Constrained Multimodal Hyper Adapter For Many-to-Many Multimodal Summarization. - Nayu Liu; Fanglong Yao; Haoran Luo; Yong Yang 001; Chen Tang; Bo Lv (ACL (1), 2025)

SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization. - Nayu Liu; Junnan Zhu; Yiming Ma; Zhicong Lu; Wenlei Xu; Yong Yang; Jiang Zhong; Kaiwen Wei (ACL (1), 2025)

Whether LLMs Know If They Know: Identifying Knowledge Boundaries via Debiased Historical In-Context Learning. - Bo Lv; Nayu Liu; Yang Shen; Xin Liu; Ping Luo; Yue Yu (ACL (Findings), 2025)

GRAPHMOE: Amplifying Cognitive Depth of Mixture-of-Experts Network via Introducing Self-Rethinking Mechanism. - Chen Tang; Bo Lv; Zifan Zheng; Bohao Yang; Kun Zhao 007; Ning Liao; Xiaoxing Wang; Feiyu Xiong; Zhiyu Li; Nayu Liu; Jingchi Jiang (CoRR, 2025)