| MT-CGCNN: Integrating Crystal Graph Convolutional Neural Network with Multitask Learning for Material Property Prediction | Nov 14, 2018 | Band GapBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Deep-Learning Estimation of Band Gap with the Reading-Periodic-Table Method and Periodic Convolution Layer | Nov 16, 2019 | Band Gapband gap classification | CodeCode Available | 0 | 5 |
| Band-gap regression with architecture-optimized message-passing neural networks | Sep 12, 2023 | Band Gapband gap regression | CodeCode Available | 0 | 5 |
| Element selection for functional materials discovery by integrated machine learning of elemental contributions to properties | Feb 2, 2022 | Band Gap | CodeCode Available | 0 | 5 |
| Quantum Dot Solar cells | Nov 13, 2022 | Band Gap | —Unverified | 0 | 0 |
| Radar Cross Section Reduction of Microstrip Patch Antenna using Metamaterial Techniques | Jun 30, 2023 | Band Gap | —Unverified | 0 | 0 |
| Tunable electronic properties of germanene and two-dimensional group-III phosphides heterobilayers | Jan 7, 2022 | Band Gap | —Unverified | 0 | 0 |
| Accurate predictive model of band gap with selected important features based on explainable machine learning | Mar 6, 2025 | Band GapFeature Importance | —Unverified | 0 | 0 |
| A Shared-Aperture Dual-Band sub-6 GHz and mmWave Reconfigurable Intelligent Surface With Independent Operation | Jun 5, 2024 | Band Gap | —Unverified | 0 | 0 |
| Assessing data-driven predictions of band gap and electrical conductivity for transparent conducting materials | Nov 21, 2024 | Band GapProperty Prediction | —Unverified | 0 | 0 |
| Capturing long-range interaction with reciprocal space neural network | Nov 30, 2022 | Band Gap | —Unverified | 0 | 0 |
| CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction | Feb 6, 2025 | Band GapPrediction | —Unverified | 0 | 0 |
| Conversion Efficiency of Strained Wurtzite ZnSnN2/InxGa1-xN Cylindrical Quantum Dot Solar Cell Under Influence of Built-in Electric Field | Apr 1, 2021 | Band Gap | —Unverified | 0 | 0 |
| Curvature-informed multi-task learning for graph networks | Aug 2, 2022 | Band GapMulti-Task Learning | —Unverified | 0 | 0 |
| Deep Neural Network for Phonon-Assisted Optical Spectra in Semiconductors | Feb 2, 2025 | Band Gap | —Unverified | 0 | 0 |
| Design Topological Materials by Reinforcement Fine-Tuned Generative Model | Apr 17, 2025 | Band Gap | —Unverified | 0 | 0 |
| Edge-based Tensor prediction via graph neural networks | Jan 15, 2022 | Band GapFormation Energy | —Unverified | 0 | 0 |
| Energy-GNoME: A Living Database of Selected Materials for Energy Applications | Nov 15, 2024 | Band GapComputational chemistry | —Unverified | 0 | 0 |
| Engineering Effective Hamiltonians for Magnetic Resonance | Jul 22, 2019 | Band Gap | —Unverified | 0 | 0 |
| Enhancing material property prediction with ensemble deep graph convolutional networks | Jul 26, 2024 | Band GapFormation Energy | —Unverified | 0 | 0 |
| Estimation of Electronic Band Gap Energy From Material Properties Using Machine Learning | Mar 8, 2024 | Band Gapregression | —Unverified | 0 | 0 |
| Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions | Sep 22, 2024 | Band GapIn-Context Learning | —Unverified | 0 | 0 |
| Graph Neural Network for Hamiltonian-Based Material Property Prediction | May 27, 2020 | Band GapGraph Neural Network | —Unverified | 0 | 0 |
| Graph Transformer Networks for Accurate Band Structure Prediction: An End-to-End Approach | Nov 25, 2024 | Band Gap | —Unverified | 0 | 0 |
| AI-driven Inverse Design of Band-Tunable Mechanical Metastructures for Tailored Vibration Mitigation | Dec 3, 2024 | Band Gap | —Unverified | 0 | 0 |