| LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions | Oct 21, 2023 | Band GapProperty Prediction | CodeCode Available | 1 |
| Band-gap regression with architecture-optimized message-passing neural networks | Sep 12, 2023 | Band Gapband gap regression | CodeCode Available | 0 |
| Radar Cross Section Reduction of Microstrip Patch Antenna using Metamaterial Techniques | Jun 30, 2023 | Band Gap | —Unverified | 0 |
| Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction | Jun 12, 2023 | Band GapFormation Energy | CodeCode Available | 0 |
| Using Scalable Computer Vision to Automate High-throughput Semiconductor Characterization | Mar 16, 2023 | Band Gap | CodeCode Available | 0 |
| Capturing long-range interaction with reciprocal space neural network | Nov 30, 2022 | Band Gap | —Unverified | 0 |
| Quantum Dot Solar cells | Nov 13, 2022 | Band Gap | —Unverified | 0 |
| Prediction of superconducting properties of materials based on machine learning models | Nov 6, 2022 | Band Gap | —Unverified | 0 |
| Materials Property Prediction with Uncertainty Quantification: A Benchmark Study | Nov 4, 2022 | Active LearningBand Gap | CodeCode Available | 1 |
| OQM9HK: A Large-Scale Graph Dataset for Machine Learning in Materials Science | Sep 30, 2022 | Band GapFormation Energy | CodeCode Available | 1 |
| Periodic Graph Transformers for Crystal Material Property Prediction | Sep 23, 2022 | Band GapFormation Energy | CodeCode Available | 1 |
| Machine Learning guided high-throughput search of non-oxide garnets | Aug 29, 2022 | Band GapVocal Bursts Intensity Prediction | —Unverified | 0 |
| Curvature-informed multi-task learning for graph networks | Aug 2, 2022 | Band GapMulti-Task Learning | —Unverified | 0 |
| Random projections and Kernelised Leave One Cluster Out Cross-Validation: Universal baselines and evaluation tools for supervised machine learning for materials properties | Jun 17, 2022 | Band GapBIG-bench Machine Learning | CodeCode Available | 0 |
| Element selection for functional materials discovery by integrated machine learning of elemental contributions to properties | Feb 2, 2022 | Band Gap | CodeCode Available | 0 |
| Edge-based Tensor prediction via graph neural networks | Jan 15, 2022 | Band GapFormation Energy | —Unverified | 0 |
| Tunable electronic properties of germanene and two-dimensional group-III phosphides heterobilayers | Jan 7, 2022 | Band Gap | —Unverified | 0 |
| How to See Hidden Patterns in Metamaterials with Interpretable Machine Learning | Nov 10, 2021 | Band GapBIG-bench Machine Learning | CodeCode Available | 0 |
| Scalable deeper graph neural networks for high-performance materials property prediction | Sep 25, 2021 | Band GapGraph Attention | CodeCode Available | 1 |
| MaterialsAtlas.org: A Materials Informatics Web App Platform for Materials Discovery and Survey of State-of-the-Art | Sep 9, 2021 | Band GapMaterials Screening | —Unverified | 0 |
| Distributed Representations of Atoms and Materials for Machine Learning | Jul 30, 2021 | Band GapBIG-bench Machine Learning | CodeCode Available | 1 |
| Inverse design of two-dimensional materials with invertible neural networks | Jun 6, 2021 | Band GapVocal Bursts Valence Prediction | CodeCode Available | 1 |
| Principal Component Analysis Applied to Gradient Fields in Band Gap Optimization Problems for Metamaterials | Apr 4, 2021 | Band GapBIG-bench Machine Learning | —Unverified | 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 |
| Active learning based generative design for the discovery of wide bandgap materials | Feb 28, 2021 | Active LearningBand Gap | CodeCode Available | 1 |
