Hi, I am Encheng Su.

Encheng Su, Jianyu Wu, Chen Tang, Lintao Wang, Pengze Li, Aoran Wang, Jinouwen Zhang, Yizhou Wang, Yuan Meng, Xinzhu Ma, Shixiang Tang, Houqiang Li

SciIF evaluates whether models can satisfy the explicit constraints that make scientific answers rigorous—not only produce a plausible final answer. It provides structured verification for conditions, units, assumptions, and required solution processes.

Encheng Su, Jianyu Wu, Jinouwen Zhang, Qiucheng Yu, Chen Tang, Pengze Li, Lintao Wang, Aoran Wang, Xinzhu Ma, Shixiang Tang, Yizhou Wang, Houqiang Li

S3Mem writes long interaction histories into structured scene-event units and retrieves compact evidence chains for question answering. The system targets accurate, token-efficient memory use in long-horizon agents.

Lintao Wang^*, Encheng Su^*, Jiaqi Liu, Pengze Li, Jiabei Xiao, Wenlong Zhang, Xinnan Dai, Xi Chen, Yuan Meng, Lei Bai, Wanli Ouyang, Shixiang Tang, Aoran Wang, Xinzhu Ma

^* Equal contribution.

PhysUniBench evaluates conceptual, mathematical, and diagram-based reasoning across undergraduate physics. It is designed to expose failures that simpler answer-only benchmarks miss.

Encheng Su, Hu Cao, Alois Knoll

BiSeg-SAM introduces a weakly supervised post-processing framework that refines SAM outputs for medical binary segmentation, reducing dependence on expensive pixel-level annotations. The work was presented as an oral paper at BIBM 2024.

Yizhou Wang, Chen Tang, Han Deng, Jiabei Xiao, Jiaqi Liu, Jianyu Wu, Jun Yao, Pengze Li, Encheng Su, Lintao Wang, et al.

SciReasoner aligns language with heterogeneous scientific representations and trains deliberate reasoning across multiple scientific capability families and disciplines.

Ming Hu, Chenglong Ma, Wei Li, Wanghan Xu, Jiamin Wu, Jucheng Hu, Tianbin Li, Guohang Zhuang, Jiaqi Liu, Yingzhou Lu, …, Encheng Su, et al.

This data-centric survey organizes scientific LLMs, datasets, benchmarks, and domain-specific representations, then traces the field toward closed-loop autonomous research agents.

Chen Tang, Xinzhu Ma, Encheng Su, Xiufeng Song, Xiaohong Liu, Wei-Hong Li, Lei Bai, Wanli Ouyang, Xiangyu Yue

UniSTD is a unified Transformer framework that learns across ten spatio-temporal tasks in four disciplines, reducing dependence on task-specific architectures and training pipelines.

Chen Tang, Yizhou Wang, Jianyu Wu, Lintao Wang, Shixiang Tang, Pengze Li, Encheng Su, Jun Yao, Jiabei Xiao, Yuqi Shi, et al.

This work studies native structural reasoning for explaining structure-property relationships across biology, chemistry, and materials science with greater accuracy and transparency.

Songyan Xie, Jinghang Wen, Encheng Su, Qiucheng Yu

The paper demonstrates a stealthy black-box physical attack on near-infrared face recognition using infrared-absorbing ink patterns that remain difficult for people to perceive.

Pengze Li, Jiaquan Zhang, Yunbo Long, Xinping Liu, Wenjie Zhou, Encheng Su, Zihang Zeng, Jiaqi Liu, Jiyao Liu, Junchi Yu, Lihao Liu, Philip Torr, Shixiang Tang, Aoran Wang, Xi Chen

This work introduces visual-to-symbolic analytical inference: recovering executable symbolic solutions directly from scientific field visualizations and limited metadata.

Jianyu Wu, Yizhou Wang, Encheng Su, Chen Tang, Shixiang Tang

DAPD addresses the “privilege illusion” in on-policy self-distillation by aligning teacher and student behavior along two matched-information paths.

Zixian Su, Hongkai Zhang, Fan Gao, Encheng Su, Taiping Qu, Jingwei Guo, Nan Zhang, Hui Wang, Zhen Zhou, Kairui Bo, Yan Chen, Yue Ren, Shuai Li, Lei Xu, Henggui Zhang

CardioLens provides a leakage-resistant, multi-sequence cardiac MRI evaluation designed to reveal where strong benchmark results fail to translate into clinical usefulness.

Yiheng Wang, Yixin Chen, Shuo Li, Yifan Zhou, Bo Liu, Hengjian Gao, Jiakang Yuan, Jia Bu, Wanghan Xu, Yuhao Zhou, …, Encheng Su, et al.

SciEvalKit is an extensible open-source platform for reproducible evaluation across scientific disciplines, model families, datasets, and capability categories.