Patents & Software copyrights

• Knowledge Graph Optimization Method and Apparatus, Electronic Device, and Storage Medium. Patent NO.ZL202410599900.6
• Time-Series Signal Generation Method, Apparatus, Device, and Storage Medium. Patent No.ZL202410600527.1
• Protein Stability Prediction Method, Apparatus, Computer Device, and Storage Medium. Patent No.ZL202411375114.4
• Multidimensional Data Feature Extraction Method, Apparatus, Device, and Storage Medium. Patent No.ZL202411587415.3
• Molecular Property Prediction Method, Related Apparatus, and Medium. Patent No.ZL202411616900.9
• Multimodal Feature Alignment Method for Protein Data, Apparatus, Device, and Storage Medium. Patent No.ZL202411732128.7
• Data-Free Knowledge Distillation Learning Method, Apparatus, Device, and Storage Medium. Patent No.ZL202411756581.1
• Molecular Dynamics Simulation Acceleration Method, Electronic Device, and Storage Medium. Patent No.ZL202310976931.4
• Data Denoising and Signal Detection Method, Apparatus, System, and Storage Medium. Patent No.ZL202310892526.4
• Incremental Learning-Based Molecular Representation Learning Method, System, Device, and Medium. Patent No.ZL202310915547.3
• Accurate Asynchronous Prediction Method and System for Machine Learning, and Storage Medium. Patent No.ZL202011245061.6
• Heuristics-Guided Asynchronous Historical Optimization Method and Related Devices. Patent No.ZL202211082723.1
• Method and Apparatus for Constructing a Communication Algorithm Database, and Computer-Readable StorageMedium. Patent No.ZL202110105293.X
• Communication Algorithm Database Construction Method, Distributed Machine Apparatus, and Storage Medium. Patent No.ZL202110072482.1
• Distributed Data Transmission Optimization Method, System, and Related Devices. Patent No.ZL202010941036.5
• Inference Computation Workload Calculation Method for Neural Network Models, Device, and Storage Medium. Patent No.ZL202010950692.1
• Multimodal Al agent development framework system. Software Copyright No.2024SR1192003
• AI-driven multi-modal data intelligent fusion and processing framework system. Software Copyright No.2024SR1192004
• Domain-adaptive Al large model eficient fine-tuning framework system. Software Copyright No.2024SR1192005
• AI-driven small molecule drug design platform. Software Copyright No.2024SR1125139
• Knowledge graph display, retrieval and application platform. Software Copyright No.2024SR0370669
• International standard: Metric and evaluation methods for AI-enabled multimedia application computing powerbenchmark, International Telecommunication Union Standardization Sector SG16, ITU-T F.748.18
• Zhixiang Ren et al. Industry standard Artificial Intelligence Computing Center Technical Requirements, AITISAT/AI 118.1-2022
• Zhixiang Ren et al. Industry standard Artifcial Intelligence Computing Center Benchmark Methodology, AITISAT/AI 118.2-2022

GitHub Software

• PharmITH - Pharmacodynamic intratumoral heterogeneity (PharmITH) platform for pan-cancer therapy and precision medicine.
• GIT-Mol - A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text.
• Mol-Reasoning - A multi-specialist reasoning AI model for molecular science.
• SLM4CRP - A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions.
• SCREP - Meta-Transfer Learning for Single-Cell-Level Drug Response Prediction from Transcriptome and Molecular Representations.
• ProtFAD - Protein function prediction with function-aware domains as implicit modality.
• SLM4Mol - A quantitative benchmark and analysis of molecular large language models.
• 3D-Mol - A Novel Contrastive Learning Framework for Molecular Property Prediction with 3D Information
• KDRUG - A Multi-Modal Genomic Knowledge Distillation Framework for Drug Response Prediction
• 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.
• LIGO_noise_suppression - Deep neural network based workflow for noise suppression and signal recovery of real-world LIGO observational data
• 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.
• Gravitational_wave_data_2D_analysis - Gravitational wave data analysis and signal detection (in time-frequence images) with 2D AI model
• AIPerf - Automated machine learning as an AI-HPC benchmark.
• GW_PE_prior_sampling - Prior Sampling for high dimension data with domain knowledge.
• Automated machine learning pipeline: https://github.com/jasoniswow/Machine _Learning Pipeline