Patents & Software copyrights
- Zhixiang Ren, Zeting Li, Yonghong Tian. Incremental Learning-Based Molecular Representation Learning Method, System, Device, and Medium. National Invention Patent No.ZL202310915547.3
- Zhixiang Ren. Method, Device, and Storage Medium for Calculating Inference Computational Load of Neural Network Models. National Invention Patent No.ZL202010950692.1
- Zhixiang Ren, Yue Zhou, Haiyu Fu. Method for Constructing a Communication Algorithm Database, Distributed Machine Device, and Storage Medium. National Invention Patent No.ZL202110072482.1
- Zhixiang Ren, Yue Zhou, Yonghong Tian. Method, Device, System, and Storage Medium for Data Denoising and Signal Detection. National Invention Patent No.ZL202310892526.4
- Zhixiang Ren, Haiyu Fu, Yue Zhou. Method, Device, and Computer Storage Medium for Building a Communication Algorithm Database. National Invention Patent No.ZL202110105293.X
- Zeting Li, Zhixiang Ren, Yonghong Tian. Molecular Dynamics Simulation Acceleration Method, Electronic Device, and Storage Medium. National Invention Patent No.ZL202310976931.4
- Yiming Ren, Zhixiang Ren, Yonghong Tian, Wen Gao. A Heuristic-Guided Asynchronous Historical Optimization Method and Related Device. National Invention Patent No.ZL202211082723.1
- Ya OuYang, Zhixiang Ren. Accurate Asynchronous Prediction Method, System, and Storage Medium for Machine Learning. National Invention Patent No.ZL202011245061.6
- Yongheng Liu, Zhixiang Ren, Fan Zhang, Zhipeng Fu. A Method, System, and Related Device for Optimizing Distributed Data Transmission. National Invention Patent No.ZL202010941036.5
- Zhixiang Ren. Multimodal AI agent development framework system. Software Copyright No.2024SR1192003
- Zhixiang Ren. AI-driven multi-modal data intelligent fusion and processing framework system. Software Copyright No.2024SR1192004
- Zhixiang Ren. Domain-adaptive AI large model efficient fine-tuning framework system. Software Copyright No.2024SR1192005
- Zhixiang Ren. AI-driven small molecule drug design platform. Software Copyright No.2024SR1125139
- Zeting Li, Zhixiang Ren et al. Knowledge graph display, retrieval and application platform. Software Copyright No.2024SR0370669
- Wenguang Chen, Zhixiang Ren et al. International standard: Metric and evaluation methods for AI-enabled multimedia application computing power benchmark, International Telecommunication Union Standardization Sector SG16, ITU-T F.748.18
- Zhixiang Ren et al. Industry standardffi Artificial Intelligence Computing Center Technical Requirements, AITISA T/AI 118.1—2022
- Zhixiang Ren al. Industry standardffiArtificial Intelligence Computing Center Benchmark Methodology, AITISA T/AI 118.2—2022
GitHub Software
- ProtFAD - Protein function prediction with function-aware domains as implicit modality.
- Drug_drug_interaction_with_LLM - Predicting drug-drug interaction events with large chemical language model.
- GWAI - AI-centered gravitational wave data generation and analysis platform.
- GIT-Mol - A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text.
- SLM4CRP - A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions.
- SLM4Mol - A quantitative benchmark and analysis of molecular large language models.
- LIGO_noise_suppression - deep neural network based workflow for noise suppression and signal recovery of real-world LIGO observational data.
- 3D-Mol - A Novel Contrastive Learning Framework for Molecular Property Prediction with 3D Information.
- TCM_knowledge_graph - A large knowledge graph as a foundation model for traditional chinese medicine analysis.
- Taiji_Data_Challenge - Taiji Data Challenge for Exploring Gravitational Wave Universe.
- Space_signal_detection_all4 - Gravitational wave data denoising and signal detection for space-based detections.
- AI_molucular_dynamics_simulation - Deep neural network based method for large scale molecular dynamics simulation of bio-chemical targets.
- matrix_multiplication_parallelism - new parallelism diagram of matrix multiplication for deep neural network training and inference.
- TCM_prescription_generation - Deep graph neural network based method for Traditional Chinese Medicine prescription generation.
- AstroHub - An AI hub for astronomy and astrophysics.
- AIPerf - Automated machine learning as an AI-HPC benchmark.
- GW_PE_prior_sampling - Prior Sampling for high dimension data with domain knowledge.