| Time | Schedule | Presenter | - | - |
| 12.4 Morning Plenary Session（Chair：Dr. Fanda Fan, Simin Chen, Jiayuan Ge), NanHua Hall, 3rd floor. | - | - |
| 9:00-9:10 | Opening Remarks | Prof. Jianfeng Zhan (Founding Chair of BenchCouncil), Prof. Geoffrey Fox (BenchCouncil Steering Committee, ACM/IEEE Fellow) | - | - |
| 9:10-9:15 | Top Open Source Contributions: A Century Ranking List | Prof. Weiwei Lin (South China University of Technology) | - | - |
| 9:15-9:55 | Keynote: Benchmarking AI for Science | Prof. Geoffrey Fox (ACM/IEEE Fellow) | - | - |
| 9:55-10:00 | Inauguration ceremony for Evaluatology Research Center: Civil Aviation Flight University of China, East China Normal University, Institute of Computing Technology, Chinese Academy of Sciences, Institute of Software, Chinese Academy of Sciences, Guangxi Normal University, BenchCouncil Research Beijing | Prof. Geoffrey Fox (BenchCouncil Steering Committee), Prof. Tilmann Rabl, Hajdi Cenan, Davor Runje, Prof. Jianfeng Zhan | - | - |
| 10:00-10:05 | Top Open Source AI Contributions: A Century Ranking List | TBD | - | - |
| 10:05-10:45 | Keynote: Evaluatology in Aviation | Prof. Weiping Li (Civil Aviation Flight University of China) | - | - |
| 10:45-10:55 | Tea Break | - | - | - |
| 10:55-11:00 | Grant Open Source Achievement Certificate (Project: EasyGraph, Contributor: Prof. Chen Yang from Fudan University) | Prof. Geoffrey Fox (BenchCouncil Steering Committee Member) & Hajdi Cenan (European AI Expert) | - | - |
| 11:00-11:40 | Keynote: Introducing FastAgency - the fastest way to bring AutoGen workflows to production | Hajdi Cenan Davor Runje (European AI Experts) | - | - |
| 11:40-12:10 | Open Source Evaluatology: Towards a Global Standard for Contribution Evaluation | Prof. Wei Wang (East China Normal University) | - | - |
| 12:10-12:15 | Release of Open Source National and Regional Rankings | Prof. Wei Wang (East China Normal University) | - | - |
| 12.4 Afternoon Plenary Session（Chair：Dr. Fanda Fan, Simin Chen, Jiayuan Ge）, NanHua Hall, 3rd floor. | - | - |
| 14:00-14:40 | Keynote: Challenges in Modern Benchmarking | Prof. Tilmann Rabl (University of Potsda) | - | - |
| 14:40-14:45 | Top Open Source LLM Contributions: A Century Ranking List | Prof. Saiqin Long (Jinan University) | - | - |
| 14:45-15:15 | Invited Talk | Prof. Quanshi Zhang (Shanghai Jiao Tong University) | - | - |
| 15:15-15:45 | Invited Talk: Evaluatology: The Science and Engineering of Evaluation | Dr. Wanling Gao (ICT, CAS) | - | - |
| 15:45-15:50 | Top Open Source Unmanned Aerial Vehicles Contributions: A Century Ranking List | Dr. Jianhua Yang (Guangdong Polytechnic Normal University) | - | - |
| 15:50-16:00 | BenchCouncil Standards Working Group Guidelines | Prof. Jianfeng Zhan (Founding Chair of BenchCouncil) | - | - |
| 16:00-16:02 | Inauguration ceremony for the Open Source Standards Working Group | Prof. Geoffrey Fox (BenchCouncil Steering Committee), Hajdi Cenan (AIrt) | - | - |
| 16:02-16:20 | Methodology, Approach, and Vision of the Open Source Standards Working Group | Prof. Aoying Zhou, Prof. Wei Wang (East China Normal University) | - | - |
| 16:20-16:25 | Top Medical AI Contributions: A Century Ranking List | TBD | - | - |
| 16:25-16:27 | Top Open Source Contributions: A Century Ranking List | Prof. Geoffrey Fox (BenchCouncil Steering Committee), Hajdi Cenan (AIrt) | - | - |
| 16:27-16:45 | Methodology, Approach, and Vision of the Low Altitude Economy Standards Working Group | Prof. Weiping Li (Civil Aviation Flight University of China)/ Dr. Xinguo Chen (Institute of Software, Chinese Academy of Sciences) | - | - |
| 16:45-16:50 | Top Financial AI Contributions: A Century Ranking List | TBD | - | - |
| 16:50-17:10 | Current Status and Technical Practices of AI Computing Power | Shihai Zhu (CTO of Beijing An-link) | - | - |
| 17:10-17:12 | Inauguration ceremony for the LLM Standards Working Group | Prof. Geoffrey Fox (BenchCouncil Steering Committee), Hajdi Cenan (AIrt) | - | - |
| 17:12-17:30 | Methodology, Approach, and Vision of the LLM Standards Working Group | Prof. Jianfeng Zhan, Dr. Wanling Gao, Dr. Chunjie Luo | - | - |
| 17:30-17:40 | Invited Talk: The Principle of Evaluation | Prof. Jianmin Tang (Hangzhou Dianzi University) | - | - |
| 17:40-18:00 | Ranking List for Top Contributions in Open Source Subfields:Security/RISC-V/Embodied AI | TBD | - | - |
| 12.5 Morning | - | - |
| Session I Bench Paper Session, JuYi Hall, 3rd floor. | - | - |
| 9:00-9:40 | Invited Talk | Prof. Weining Qian (East China Normal University) | - | - |
| 9:40-10:00 | LWMEval: Evaluating Large-Scale Neural Networks for Six-Hour Weather Nowcasting | Chaochong Zhang (Sun Yat-Sen University) | - | - |
| 10:00-10:20 | DNN-schedule: A Predictive Scheduler for Minimizing Interference of Co-located DNN Workload | Jiamin Lu(University of Science and Technology of China) | - | - |
| 10:20-10:40 | Benchmarking Distributed Transactional Database Systems | Hailin He (East China Normal University) | - | - |
| 10:40-11:00 | CaloBench: A Benchmark Study of Generative Models for Calorimeter Showers | Geoffrey Fox （University of Virginia） | - | - |
| 11:00-11:20 | StockNNEval:Evaluating Neural Network Methods for Predicting Stock Trend | Zikai Liao (Sun Yat-Sen University） | - | - |
| 11:20-11:40 | StellarTop : An Integrated Multi-Topic Dataset on GitHub Repositories | Zhiwei Zhu (East China Normal University) | - | - |
| 11:40-12:00 | Evaluating Kernel Anti-Exploitation Capabilities: A Evaluatology-based Scalable and General Framework | Simin Chen (Zhongguancun Lab) | - | - |
| 12:00-12:20 | Benchmarking Edge Computing System for Autonomous Vehicle via CAV Motifs | Yifan Wang (ICT, CAS) | - | - |
| Session II SimAI: High-Precision Simulator for LLM Cluster Training，NanHu Hall, 3rd floor. | - | - |
| 9:00-9:30 | SimAI: A Simulator for Large-Scale Cluster Training | Alibaba | - | - |
| 9:30-9:50 | AICB Communication Benchmark Practice | Alibaba | - | - |
| 9:50-10:30 | SimAI-Analytical Simulation Practice | Alibaba | - | - |
| 10:30-11:00 | Tea break | - | - | - |
| 11:00-11:30 | SimAI-Simulation Full-Stack Simulation Practice | Alibaba | - | - |
| 11:30-12:00 | SimAI-Physical CPU-NCCL Physical Traffic Practice Interactive Exchange | Alibaba | - | - |
| Session III IC Paper Session, NanShan Hall, 3rd floor. | - | - |
| 9:00-9:20 | Invited Talk: Trisolaris Computing Constellation – Space Computing Infrastructure | Luqi Gong (Zhejiang Lab) | - | - |
| 9:20-9:40 | Parallel Computing on RTEMS Operating System | Zeyu Liang (Northeastern University) | - | - |
| 9:40-10:00 | GRAC：a method for cancer drug response prediction based on graph residual attention and contrastive learning similarity | Na Luo (Northeast Normal University) | - | - |
| 10:00-10:20 | Construction and Application of a Semantic Linked Network for Space Weather Data Based on Metadata | Ci-Feng Wang (National Space Science Center, CAS) | - | - |
| 10:20-10:40 | Personalized Exercise Recommendations: Federated Learning with Hierarchical Attention for School-Specific Needs | Ye Zhang (Northeast Normal University) | - | - |
| 10:40-11:00 | Patent Information Extraction Based on Teacher Student Model - A Case Study of Zinc Battery Patent Dataset | Lingchen Cai (Sichuan University) | - | - |
| 11:00-11:20 | Artificial Intelligence Modelling Paths for Reasoning Argumentation Methods for Criminal Evidence | Xiaohan Shao (Zhejiang University) | - | - |
| 11:20-11:40 | Parallel Decomposition Method for Deep Learning Models Based on Improved Dual Population Genetic Algorithm | Zi Han (Shandong Normal University) | - | - |
| 11:40-12:00 | Integrating CNNs and Transformers for Mid-Price Prediction in High-Frequency Trading | Yuqing Tang (Xi'an Jiaotong-Liverpool University) | - | - |
| 12:00-12:20 | Hierarchical Recurrent Network for Active Stereo Matching | Yuan Liu (Zhejiang Lab) | - | - |
| 12:20-12:40 | FewNovelBench: A Benchmark for Few-Shot Learning with Many Novel Classes | Zhipeng Lin (Intelligent Game and Decision Lab, Academy of Military Science) | - | - |
| 12.5 Afternoon | - | - |
| Session I：Preparatory meeting and forum discussions for the Open Source Standards Working Group, Prof. Aoying Zhou (East China Normal University), Prof. Wei Wang (East China Normal University), JuYi Hall, 3rd floor. | - | - |
| Session II： Preparatory meeting and forum discussions for the Low Altitude Economy Standards Working Group, Prof. Weiping Li (Civil Aviation Flight University of China)/ Dr. Xinguo Chen (Institute of Software, Chinese Academy of Sciences), NanHu Hall, 3rd floor. | - | - |
| Session III： Preparatory meeting and forum discussions for the LLM Standards Working Group, Prof. Jianfeng Zhan (Founding Chair of BenchCouncil), NanShan Hall, 3rd floor. | - | - |
| 12.6 Morning | - | - |
| Session I：Evaluatology Paper Session 1-Evaluatology Foundations and Frameworks, JuYi Hall, 3rd floor. | - | - |
| 9:00-9:20 | Open Source Evaluatology: Theoretical Framework and Practical Pathways for Systematic Evaluation of Open Source Ecosystem | Fanyu Han (East China Normal University) | - | - |
| 9:20-9:40 | Constructing Benchmarks for Open Source Ecosystems: A Stakeholder Needs-Driven Approach | Zhen Zhang (Hubei University) | - | - |
| 9:40-10:00 | Open Source Informetrics: Theoretical Framework and Practical Path of Open Source Ecosystem | Zehua Lou (East China Normal University) | - | - |
| 10:00-10:20 | Evaluatology's Perspective on AI Evaluation in Critical Scenarios: From Tail Quality to The Landscape | Zhengxin Yang (ICT, CAS) | - | - |
| 10:20-10:40 | Evaluating Long-Term Usage Patterns of Open Source Datasets: A Citation Network Approach | Jiaheng Peng (East China Normal University) | - | - |
| 10:40-11:00 | Evaluating Large Language Models on the Edge: A Use Case of Evaluatology | Zhikun Dong (ICT, CAS) | - | - |
| 11:00-11:20 | A Benchmark Dataset and Evaluation of Collaboration Network in Open Source Software Community | Fan Huang (East China Normal University) | - | - |
| 11:20-11:40 | The Theory of Computational Evaluatology | Hedong YAN (ICT, CAS) | - | - |
| Session II：Evaluatology Paper Session 2-Benchmarkology and Performance Evaluation, NanHu Hall, 3rd floor. | - | - |
| 9:00-9:20 | Evaluating the Performance of Complex Textual Tasks Generated by Large Language Models | Fenglin Bi (East China Normal University) | - | - |
| 9:20-9:40 | A Framework for Evaluating Cultural Bias and Historical Misconceptions in LLM Outputs | Moon-Kuen Mak (Chinese Academy of Sciences) | - | - |
| 9:40-10:00 | Patrick Star: A Comprehensive Benchmark for Multi-Modal Image Editing | Di Cheng (Beijing Institute Of Fashion Technology) | - | - |
| 10:00-10:20 | AICB: a Benchmark Suite for Evaluating the Communication Subsystem of LLM Training Clusters | Gang Lu (Alibaba Cloud) | - | - |
| 10:20-10:40 | A Performance Evaluation Method for Recommendation Model Training on Heterogeneous NPUs | Qiang Liu (Tencent) | - | - |
| 10:40-11:00 | Design and Practice of Performance Evaluation System for High Performance General-purpose CPU | Weijun Zhong (China Electronics Standardization Institute) | - | - |
| 11:00-11:20 | A Context-Driven Benchmark for Evaluating Task Management Capabilities of Digital Assistants | JIACHEN DU (Tsinghua University) | - | - |
| 12.6 Afternoon | - | - | - | - |
| Session I： Evaluatology Paper Session 3-Evaluatology Applications Across Multi-Disciplines, JuYi Hall, 3rd floor. | - | - |
| 14:00-14:20 | Missing materials data imputation workflow towards improving the prediction performance of machine learning | Yue Liu (Shanghai University) | - | - |
| 14:20-14:40 | Research on intelligent traffic surveillance video compression quality assessment method | Xiangnan Zhao (National Institute of Metrology) | - | - |
| 14:40-15:00 | Research on Multidimensional Evaluation Technology of Teachers' Digital Literacy Based on Large Language Models | Di Fan (Northeastern University) | - | - |
| 15:00-15:20 | Knuth Test: Enhancing Assessment Accuracy in Introductory Computer Science Education | Yu Du (ICT, CAS) | - | - |
| 15:20-15:40 | MixSchedSim: A Simulator for Mixed Workload Scheduling in Heterogeneous Computing Environments | Fei Tang (Inspur Data Co.,Ltd.) | - | - |
| 15:40-16:00 | BigTensorDB-Coupled Artificial Intelligence for Science: A Retrosynthetic Analysis Case Study | Xueya Zhang (University of Chinese Academy of Sciences) | - | - |
| 16:00-16:20 | An Experimental study on Evaluating Senior High School Gifted Talented Students’ Academic Literacy | Ping Lei | - | - |
| 16:20-16:40 | Real-World Drug Clinical Research Based on Artificial Intelligence | Kunqian Yu (Chinese Academy of Sciences) | - | - |
| 16:40 -17:00 | CodeAgent - Collaborative Agents for Software Engineering | Daniel Tang, Interdisciplinary Security and Trust Centre (SnT), University of Luxembourg (UL) | - | - |
| Session II： TBench Paper Session, NanHu Hall, 3rd floor. | - | - |
| 14:00-14:20 | Could bibliometrics reveal top science and technology achievements and researchers? The case for evaluatology-based science and technology evaluation | Wanling Gao (University of Chinese Academy of Sciences) | - | - |
| 14:20-14:40 | BinCodex: A comprehensive and multi-level dataset for evaluating binary code similarity detection techniques | Peihua Zhang (Tencent) | - | - |
| 14:40-15:00 | An approach to workload generation for modern data centers: A view from Alibaba trace | Yi Liang (Beijing University of Technology) | - | - |
| 15:00-15:20 | TensorTable: Extending PyTorch for mixed relational and linear algebra pipelines | Xu Wen (Huawei) | - | - |
| 15:20-15:40 | Evaluation of mechanical properties of natural fiber based polymer composite | Tarikur Jaman Pramanik（Khulna University of Engineering Technology） | - | - |
| 15:40-16:00 | Enhanced deep learning based decision support system for kidney tumour detection | Taha ETEM（Cankkiri Karatekin University） | - | - |
| 16:00-16:20 | Analyzing the impact of opportunistic maintenance optimization on manufacturing industries in Bangladesh: An empirical study | Md. Ariful Alam（Bangladesh Army University of Science and Technology） | - | - |
