| 2025 | ECAI | TopSUMseg: A Topology-Aware Swin Transformer-Mamba Framework for 3D Seismic Fault Image Segmentation. | Ran Chen, Jingyang Deng, Zeren Zhang, Ruohua Shi, Jinwen Ma |
| 2025 | ECAI | Reframing Multimodal Complex Document Layout Understanding: A Layout-Aware Multi-Source Reasoning Decision Framework. | Ran Chen, Yuyang Zhou, Jingyang Deng, Zeren Zhang, Xuefei Tong, Jinwen Ma, Qinghui Shi, Qian Xu, Yuanjun Li |
| 2025 | EMNLP | Beyond Binary Preferences: Semi-Online Label-Free GRACE-KTO with Group-Wise Adaptive Calibration for High-Quality Long-Text Generation. | Jingyang Deng, Ran Chen, Jo-Ku Cheng, Jinwen Ma |
| 2025 | ICASSP | Enhancing Large Language Models on Domain-specific Tasks: A Novel Training Strategy via Domain Adaptation and Preference Alignment. | Jingyang Deng, Zeren Zhang, Jo-Ku Cheng, Jinwen Ma |
| 2025 | ICASSP | Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver. | Zeren Zhang, Jo-Ku Cheng, Jingyang Deng, Lu Tian, Jinwen Ma, Ziran Qin, Xiaokai Zhang, Na Zhu, Tuo Leng |
| 2024 | ECAI | FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding. | Jingyang Deng, Zhengyang Shen, Boyang Wang, Lixin Su, Suqi Cheng, Ying Nie, Junfeng Wang, Dawei Yin, Jinwen Ma |
| 2024 | IJCAI | Geometry-Guided Conditional Adaptation for Surrogate Models of Large-Scale 3D PDEs on Arbitrary Geometries. | Jingyang Deng, Xingjian Li, Haoyi Xiong, Xiaoguang Hu, Jinwen Ma |