Online predictions for spatio-temporal systems using time-varying RBF networks. - Jionglong Su (2011)

Modeling Gene Networks in Saccharomyces cerevisiae Based on Gene Expression Profiles. - Yulin Zhang; Kebo Lv; Shudong Wang; Jionglong Su; Dazhi Meng (Comput. Math. Methods Medicine, 2015)

Adaptive active contour model based automatic tongue image segmentation. - Jingwei Guo 001; Yikang Yang; Qingwei Wu; Jionglong Su; Fei Ma 002 (CISP-BMEI, 2016)

Kalman filter based time series prediction of cake factory daily sale. - Jiaxuan Wu; Qing Fang; Yangying Xu; Jionglong Su; Fei Ma 002 (CISP-BMEI, 2017)

Particle Filter Based Time Series Prediction of Daily Sales of an Online Retailer. - Xueye Ping; Qinyi Chen; Guoquan Liu; Jionglong Su; Fei Ma 002 (CISP-BMEI, 2018)

Chromosome Classification with Convolutional Neural Network Based Deep Learning. - Wenbo Zhang 010; Sifan Song; Tianming Bai; Yanxin Zhao; Fei Ma 002; Jionglong Su; Limin Yu (CISP-BMEI, 2018)

Novel Model for Cascading Failure Based on Degree Strength and Its Application in Directed Gene Logic Networks. - Yulin Zhang; Mao-Xian Zhao; Jionglong Su; Xiao Lu 003; Kebo Lv (Comput. Math. Methods Medicine, 2018)

Re-Identification Based Automatic Matching and Annotation of Chromosome. - Chengyu Wang 005; Daiyun Huang; Jingwei Guo 001; Jionglong Su; Fei Ma 002; Limin Yu (CISP-BMEI, 2019)

Self-Adaptive Particle Filter Based Time Series Prediction of Online Retailer Daily Sale. - Daoyuan Chen; Qinyi Liu; Xuanhao Yang; Xinyu Yu; Fei Ma 002; Jionglong Su (CISP-BMEI, 2019)

Detection of m6A RNA Methylation in Nanopore Sequencing Data Using Support Vector Machine. - Shen Jia; Haochen Luo; Qiheng Gao; Jiaqi Guo; Jionglong Su; Jia Meng 001; Xiangyu Wu (CISP-BMEI, 2019)

News2vec: News Network Embedding with Subnode Information. - Ye Ma; Lu Zong; Yikang Yang; Jionglong Su (EMNLP/IJCNLP (1), 2019)

m6Acomet: large-scale functional prediction of individual m6A RNA methylation sites from an RNA co-methylation network. - Xiangyu Wu; Zhen Wei; Kunqi Chen; Qing Zhang; Jionglong Su; Hui Liu 024; Lin Zhang 015; Jia Meng 001 (BMC Bioinform., 2019)

An Improved Algorithm for Estimating the Distribution of RNA-related Genomic Features. - Jinge Wu; Lihan Zhang; Yuanzhe Wang; Jia Meng 001; Jionglong Su; Yue Wang 060 (BIBE, 2020)

Gibbs Sampling Based Banoian Biclustering of Gene Expression Data. - Daoyuan Chen; Qinyi Liu; Jia Meng 001; Jionglong Su (CISP-BMEI, 2020)

Extended ResNet and Label Feature Vector Based Chromosome Classification. - Chengyu Wang 005; Limin Yu; Xu Zhu 001; Jionglong Su; Fei Ma 002 (IEEE Access, 2020)

m7GHub: deciphering the location, regulation and pathogenesis of internal mRNA N7-methylguanosine (m7G) sites in human. - Bowen Song; Yujiao Tang; Kunqi Chen; Zhen Wei; Rong Rong; Zhiliang Lu; Jionglong Su; João Pedro de Magalhães; Daniel J. Rigden; Jia Meng 001 (Bioinform., 2020)

Application of Deep Q-Network in Portfolio Management. - Ziming Gao; Yuan Gao; Yi Hu; Zhengyong Jiang; Jionglong Su (CoRR, 2020)

Intention Understanding in Human-Robot Interaction Based on Visual-NLP Semantics. - Zhihao Li; Yishan Mu; Zhenglong Sun 001; Sifan Song; Jionglong Su; Jiaming Zhang 005 (Frontiers Neurorobotics, 2020)

A Novel Application of Image-to-Image Translation: Chromosome Straightening Framework by Learning from a Single Image. - Sifan Song; Daiyun Huang; Yalun Hu; Chunxiao Yang; Jia Meng 001; Fei Ma 002; Frans Coenen; Jiaming Zhang 005; Jionglong Su (CISP-BMEI, 2021)

A Framework of Hierarchical Deep Q-Network for Portfolio Management. - Yuan Gao; Ziming Gao; Yi Hu; Sifan Song; Zhengyong Jiang; Jionglong Su (ICAART (2), 2021)

An Event-Triggered Low-Cost Tactile Perception System for Social Robot's Whole Body Interaction. - Shengzhao Lin; Jionglong Su; Sifan Song; Jiaming Zhang 005 (IEEE Access, 2021)

ConsRM: collection and large-scale prediction of the evolutionarily conserved RNA methylation sites, with implications for the functional epitranscriptome. - Bowen Song; Kunqi Chen; Yujiao Tang; Zhen Wei; Jionglong Su; João Pedro de Magalhães; Daniel J. Rigden; Jia Meng 001 (Briefings Bioinform., 2021)

Weakly supervised learning of RNA modifications from low-resolution epitranscriptome data. - Daiyun Huang; Bowen Song; Jingjue Wei; Jionglong Su; Frans Coenen; Jia Meng 001 (Bioinform., 2021)

MetaTX: deciphering the distribution of mRNA-related features in the presence of isoform ambiguity, with applications in epitranscriptome analysis. - Yue Wang 060; Kunqi Chen; Zhen Wei; Frans Coenen; Jionglong Su; Jia Meng 001 (Bioinform., 2021)

A Novel Application of Image-to-Image Translation: Chromosome Straightening Framework by Learning from a Single Image. - Sifan Song; Daiyun Huang; Yalun Hu; Chunxiao Yang; Jia Meng 001; Fei Ma 002; Jiaming Zhang 005; Jionglong Su (CoRR, 2021)

Learning a Skill-sequence-dependent Policy for Long-horizon Manipulation Tasks. - Zhihao Li; Zhenglong Sun 001; Jionglong Su; Jiaming Zhang 005 (CoRR, 2021)

RMDisease: a database of genetic variants that affect RNA modifications, with implications for epitranscriptome pathogenesis. - Kunqi Chen; Bowen Song; Yujiao Tang; Zhen Wei; Qingru Xu; Jionglong Su; João Pedro de Magalhães; Daniel J. Rigden; Jia Meng 001 (Nucleic Acids Res., 2021)

m6A-Atlas: a comprehensive knowledgebase for unraveling the N6-methyladenosine (m6A) epitranscriptome. - Yujiao Tang; Kunqi Chen; Bowen Song; Jiongming Ma; Xiangyu Wu; Qingru Xu; Zhen Wei; Jionglong Su; Gang Liu; Rong Rong; Zhiliang Lu; João Pedro de Magalhães; et al. (Nucleic Acids Res., 2021)

A Novel DenseNet-based Deep Reinforcement Framework for Portfolio Management. - Ruoyi Gao; Fengchen Gu; Ruoyu Sun 007; Angelos Stefanidis; Xiaotian Ren; Jionglong Su (CyberC, 2022)

Ghost Expectation Point with Deep Reinforcement Learning in Financial Portfolio Management. - Xuting Yang; Ruoyu Sun 007; Xiaotian Ren; Angelos Stefanidis; Fengchen Gu; Jionglong Su (CyberC, 2022)

MDAEN: Multi-Dimensional Attention-based Ensemble Network in Deep Reinforcement Learning Framework for Portfolio Management. - Ruiyu Zhang; Xiaotian Ren; Fengchen Gu; Angelos Stefanidis; Ruoyu Sun 007; Jionglong Su (CyberC, 2022)

CPQNet: Contact Points Quality Network for Robotic Grasping. - Zhihao Li; Pengfei Zeng; Jionglong Su; Qingda Guo; Ning Ding 003; Jiaming Zhang 005 (IROS, 2022)

Bilateral-ViT For Robust Fovea Localization. - Sifan Song; Kang Dang; Qinji Yu; Zilong Wang 006; Frans Coenen; Jionglong Su; Xiaowei Ding (ISBI, 2022)

Stepwise Feature Fusion: Local Guides Global. - Jinfeng Wang 008; Qiming Huang; Feilong Tang; Jia Meng 001; Jionglong Su; Sifan Song (MICCAI (3), 2022)

CNN-based Classification Framework for Lung Tissues with Auxiliary Information. - Huafeng Hu; Ruijie Ye; Jeyarajan Thiyagalingam; Frans Coenen; Jionglong Su (CoRR, 2022)

DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation. - Feilong Tang; Qiming Huang; Jinfeng Wang 008; Xianxu Hou; Jionglong Su; Jingxin Liu (CoRR, 2022)

m5C-Atlas: a comprehensive database for decoding and annotating the 5-methylcytosine (m5C) epitranscriptome. - Jiongming Ma; Bowen Song; Zhen Wei; Daiyun Huang; Yuxin Zhang; Jionglong Su; João Pedro de Magalhães; Daniel J. Rigden; Jia Meng 001; Kunqi Chen (Nucleic Acids Res., 2022)

A New Convolutional Neural Network Architecture for Automatic Segmentation of Overlapping Human Chromosomes. - Sifan Song; Tianming Bai; Yanxin Zhao; Wenbo Zhang 010; Chunxiao Yang; Jia Meng 001; Fei Ma 002; Jionglong Su (Neural Process. Lett., 2022)

A Robust Framework of Chromosome Straightening With Vit-Patch Gan. - Sifan Song; Jinfeng Wang 008; Fengrui Cheng; Qirui Cao; Yihan Zuo; Yongteng Lei; Ruomai Yang; Chunxiao Yang; Frans Coenen; Jia Meng 001; Kang Dang; Jionglong Su (ISBI, 2023)

DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation. - Feilong Tang; Zhongxing Xu; Qiming Huang; Jinfeng Wang 008; Xianxu Hou; Jionglong Su; Jingxin Liu (PRCV (5), 2023)

Bilateral-Fuser: A Novel Multi-cue Fusion Architecture with Anatomical-aware Tokens for Fovea Localization. - Sifan Song; Jinfeng Wang 008; Zilong Wang 006; Jionglong Su; Xiaowei Ding; Kang Dang (CoRR, 2023)

Atrial Septal Defect Detection in Children Based on Ultrasound Video Using Multiple Instances Learning. - Yiman Liu; Qiming Huang; Xiaoxiang Han 001; Tongtong Liang; Zhifang Zhang; Lijun Chen; Jinfeng Wang 008; Angelos Stefanidis; Jionglong Su; Jiangang Chen; Qingli Li; Yuqi Zhang (CoRR, 2023)

From deterministic to stochastic: an interpretable stochastic model-free reinforcement learning framework for portfolio optimization. - Zitao Song; Yining Wang; Pin Qian; Sifan Song; Frans Coenen; Zhengyong Jiang; Jionglong Su (Appl. Intell., 2023)

m6A-TSHub: Unveiling the Context-specific m6A Methylation and m6A-affecting Mutations in 23 Human Tissues. - Bowen Song; Daiyun Huang; Yuxin Zhang; Zhen Wei; Jionglong Su; João Pedro de Magalhães; Daniel J. Rigden; Jia Meng 001; Kunqi Chen (Genom. Proteom. Bioinform., 2023)

Triple-kernel gated attention-based multiple instance learning with contrastive learning for medical image analysis. - Huafeng Hu; Ruijie Ye; Jeyan Thiyagalingam; Frans Coenen; Jionglong Su (Appl. Intell., 2023)

Down Syndrome detection with Swin Transformer architecture. - Chengyu Wang 005; Limin Yu; Jionglong Su; Trevor Mahy; Valerio Selis; Chunxiao Yang; Fei Ma 002 (Biomed. Signal Process. Control., 2023)

scASGC: An adaptive simplified graph convolution model for clustering single-cell RNA-seq data. - Shudong Wang; Yu Zhang; Yulin Zhang; Wenhao Wu; Lan Ye; YunYin Li; Jionglong Su; Shanchen Pang (Comput. Biol. Medicine, 2023)

FinBPM: A Framework for Portfolio Management-based Financial Investor Behavior Perception Model. - Zhilu Zhang; Procheta Sen; Zimu Wang; Ruoyu Sun 007; Zhengyong Jiang; Jionglong Su (EACL (1), 2024)

Dual Core Portfolio Strategy: A Deep RL & Multi-Agent Portfolio Strategy. - Xiangyu Cui; Ruoyu Sun 007; Mian Zhou; Jionglong Su; Chengyu Wang 005; Zhengyong Jiang (ICMML, 2024)

Knowledge Base-enhanced Multilingual Relation Extraction with Large Language Models. - Tong Chen; Procheta Sen; Zimu Wang; Zhengyong Jiang; Jionglong Su (LKM@IJCAI, 2024)

Polyp-Mamba: Polyp Segmentation with Visual Mamba. - Zhongxing Xu; Feilong Tang; Zhe Chen; Zheng Zhou; Weishan Wu; Yuyao Yang; Yu Liang; Jiyu Jiang; Xuyue Cai; Jionglong Su (MICCAI (8), 2024)

Empathizing Before Generation: A Double-Layered Framework for Emotional Support LLM. - Jiahao Zhu; Zijian Jiang; Boyu Zhou; Jionglong Su; Jiaming Zhang; Zhihao Li (PRCV (2), 2024)

Distortion-Disentangled Contrastive Learning. - Jinfeng Wang 008; Sifan Song; Jionglong Su; S. Kevin Zhou (WACV, 2024)

Unsupervised Clustering in Football Analysis: A Color-Segmentation and Lighting Adaptation Approach. - Weiwei Pan; Mian Zhou; Jifeng Wang; Jionglong Su; Angelos Stefanidis (IEEE Access, 2024)

Fully Automatic Karyotyping via Deep Convolutional Neural Networks. - Chengyu Wang 005; Limin Yu; Jionglong Su; Juming Shen; Valerio Selis; Chunxiao Yang; Fei Ma 002 (IEEE Access, 2024)

ProMISe: Promptable Medical Image Segmentation using SAM. - Jinfeng Wang 008; Sifan Song; Xinkun Wang; Yiyi Wang; Yiyi Miao; Jionglong Su; S. Kevin Zhou (CoRR, 2024)

Contrastive Learning Via Equivariant Representation. - Sifan Song; Jinfeng Wang 008; Qiaochu Zhao; Xiang Li 001; Dufan Wu; Angelos Stefanidis; Jionglong Su; S. Kevin Zhou; Quanzheng Li (CoRR, 2024)

CathAction: A Benchmark for Endovascular Intervention Understanding. - Baoru Huang; Tuan Van Vo; Chayun Kongtongvattana; Giulio Dagnino; Dennis Kundrat; Wenqiang Chi; Mohamed E. M. K. Abdelaziz; Trevor M. Y. Kwok; Tudor Jianu; Tuong Do; Hieu Le; Minh Nguyen; et al. (CoRR, 2024)

Nested ResNet: A Vision-Based Method for Detecting the Sensing Area of a Drop-in Gamma Probe. - Songyu Xu; Yicheng Hu; Jionglong Su; Daniel S. Elson; Baoru Huang (CoRR, 2024)

Connectivity Network Feature Sharing in Single-Cell RNA Sequencing Data Identifies Rare Cells. - Shudong Wang; Hengxiao Li; Yahui Liu; Shanchen Pang; Sibo Qiao; Jionglong Su; Shaoqiang Wang; Yulin Zhang (J. Chem. Inf. Model., 2024)

Film-GAN: towards realistic analog film photo generation. - Haoyan Gong; Jionglong Su; Kah Phooi Seng; Anh Nguyen 003; Ao Liu; Hongbin Liu 007 (Neural Comput. Appl., 2024)

Adaptive knowledge transfer for class incremental learning. - Zhikun Feng; Mian Zhou; Zan Gao; Angelos Stefanidis; Jionglong Su; Kang Dang; Chuanhui Li (Pattern Recognit. Lett., 2024)

Graph attention autoencoder model with dual decoder for clustering single-cell RNA sequencing data. - Shudong Wang; Yu Zhang; Yuanyuan Zhang 008; Yulin Zhang; Shanchen Pang; Jionglong Su; Yingye Liu (Appl. Intell., 2024)

Combining transformer based deep reinforcement learning with Black-Litterman model for portfolio optimization. - Ruoyu Sun 007; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (Neural Comput. Appl., 2024)

DualStreamFoveaNet: A Dual Stream Fusion Architecture With Anatomical Awareness for Robust Fovea Localization. - Sifan Song; Jinfeng Wang 008; Zilong Wang 006; Hongxing Wang 001; Jionglong Su; Xiaowei Ding; Kang Dang (IEEE J. Biomed. Health Informatics, 2024)

KD-MSLRT: Lightweight Sign Language Recognition Model Based on Mediapipe and 3D to 1D Knowledge Distillation. - Yulong Li; Bolin Ren; Ke Hu; Changyuan Liu; Zhengyong Jiang; Kang Dang; Jionglong Su (AAAI, 2025)

Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation. - Feilong Tang; Zhongxing Xu; Ming Hu; Wenxue Li; Peng Xia 005; Yiheng Zhong; Hanjun Wu; Jionglong Su; Zongyuan Ge (AAAI, 2025)

Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP. - Zhongxing Xu; Feilong Tang; Zhe Chen; Yingxue Su; Zhiyi Zhao; Ge Zhang; Jionglong Su; Zongyuan Ge (AAAI, 2025)

MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation. - Haochen Xue; Feilong Tang; Ming Hu; Yexin Liu; Qidong Huang; Yulong Li; Chengzhi Liu; Zhongxing Xu; Chong Zhang 006; Chun-Mei Feng; Yutong Xie 001; Imran Razzak; et al. (ACL (1), 2025)

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding. - Feilong Tang; Chengzhi Liu; Zhongxing Xu; Ming Hu; Zile Huang; Haochen Xue; Ziyang Chen 003; Zelin Peng; Zhiwei Yang; Sijin Zhou; Wenxue Li; Yulong Li; et al. (CVPR, 2025)

Advancing Low-Resource Machine Translation: A Unified Data Selection and Scoring Optimization Framework. - Zhixiang Lu; Peichen Ji; Yulong Li; Ding Sun; Chenyu Xue; Haochen Xue; Mian Zhou; Angelos Stefanidis; Jionglong Su; Zhengyong Jiang (ICIC (24), 2025)

Deep Multi-view Factor Entropy Pooling: A Novel Framework for Adaptive Portfolio Optimization. - Owen Christopher Tjahyadi; Jionglong Su; Zhengyong Jiang (ICIC (15), 2025)

Time series is not enough: Financial Transformer Reinforcement Learning for portfolio management. - Xiaotian Ren; Ruoyu Sun 007; Zhengyong Jiang; Angelos Stefanidis; Hongbin Liu 007; Jionglong Su (Neurocomputing, 2025)

AI-assisted facial analysis in healthcare: From disease detection to comprehensive management. - Chaoyu Lei; Kang Dang; Sifan Song; Zilong Wang 006; Sien Ping Chew; Ruitong Bian; Xichen Yang; Zhouyu Guan; Claudia Isabel Marques de Abreu Lopes; Mini Hang Wang; Richard Wai Chak Choy; Xiaoyan Hu; et al. (Patterns, 2025)

Beyond Words: AuralLLM and SignMST-C for Precise Sign Language Production and Bidirectional Accessibility. - Yulong Li; Yuxuan Zhang; Feilong Tang; Mian Zhou; Zhixiang Lu; Haochen Xue; Yifang Wang 011; Kang Dang; Jionglong Su (CoRR, 2025)

Decoding the Flow: CauseMotion for Emotional Causality Analysis in Long-form Conversations. - Yuxuan Zhang; Yulong Li; Zichen Yu; Feilong Tang; Zhixiang Lu; Chong Li; Kang Dang; Jionglong Su (CoRR, 2025)

A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning. - Ruoyu Sun 007; Yue Xi; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (CoRR, 2025)

FedEFM: Federated Endovascular Foundation Model with Unseen Data. - Tuong Do; Nghia Vu; Tudor Jianu; Baoru Huang; Minh Vu; Jionglong Su; Erman Tjiputra; Quang D. Tran; Te-Chuan Chiu; Anh Nguyen 003 (CoRR, 2025)

MIGT: Memory Instance Gated Transformer Framework for Financial Portfolio Management. - Fengchen Gu; Angelos Stefanidis; Ángel F. García-Fernández; Jionglong Su; Huakang Li (CoRR, 2025)

MTS: A Deep Reinforcement Learning Portfolio Management Framework with Time-Awareness and Short-Selling. - Fengchen Gu; Zhengyong Jiang; Ángel F. García-Fernández; Angelos Stefanidis; Jionglong Su; Huakang Li (CoRR, 2025)

A novel Fourier Adjacency Transformer for advanced EEG emotion recognition. - Jinfeng Wang 008; Yanhao Huang; Sifan Song; Boqian Wang; Jionglong Su; Jiaman Ding (CoRR, 2025)

MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset. - Zhaodong Wu; Qiaochu Zhao; Ming Hu; Yulong Li; Haochen Xue; Kang Dang; Zhengyong Jiang; Angelos Stefanidis; Qiufeng Wang; Imran Razzak; Zongyuan Ge; Junjun He; et al. (CoRR, 2025)

PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation. - Yiheng Zhong; Zihong Luo; Chengzhi Liu; Feilong Tang; Zelin Peng; Ming Hu; Yingzhen Hu; Jionglong Su; Zongyuan Ge; Imran Razzak (CoRR, 2025)

Factor-MCLS: Multi-agent learning system with reward factor matrix and multi-critic framework for dynamic portfolio optimization. - Ruoyu Sun 007; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (CoRR, 2025)

Rhythm of Opinion: A Hawkes-Graph Framework for Dynamic Propagation Analysis. - Yulong Li; Zhixiang Lu; Feilong Tang; Simin Lai; Ming Hu; Yuxuan Zhang; Haochen Xue; Zhaodong Wu; Imran Razzak; Qingxia Li; Jionglong Su (CoRR, 2025)

LLM-Enhanced Feature Engineering for Multi-Factor Electricity Price Predictions. - Haochen Xue; Chenghao Liu; Chong Zhang 006; Yuxuan Chen; Angxiao Zong; Zhaodong Wu; Yulong Li; Jiayi Liu; Kaiyu Liang; Zhixiang Lu; Ruobing Li; Jionglong Su (CoRR, 2025)

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding. - Feilong Tang; Chengzhi Liu; Zhongxing Xu; Ming Hu; Zelin Peng; Zhiwei Yang; Jionglong Su; Minquan Lin; Yifan Peng 002; Xuelian Cheng; Imran Razzak; Zongyuan Ge (CoRR, 2025)

Confidence-Aware Self-Distillation for Multimodal Sentiment Analysis with Incomplete Modalities. - Yanxi Luo; Shijin Wang; Zhongxing Xu; Yulong Li; Feilong Tang; Jionglong Su (CoRR, 2025)

EndoFlow-SLAM: Real-Time Endoscopic SLAM with Flow-Constrained Gaussian Splatting. - Taoyu Wu; Yiyi Miao; Zhuoxiao Li; Haocheng Zhao; Kang Dang; Jionglong Su; Limin Yu; Haoang Li (CoRR, 2025)

DeepGB-TB: A Risk-Balanced Cross-Attention Gradient-Boosted Convolutional Network for Rapid, Interpretable Tuberculosis Screening. - Zhixiang Lu; Yulong Li; Feilong Tang; Zhengyong Jiang; Chong Li; Mian Zhou; Tenglong Li; Jionglong Su (CoRR, 2025)