| Acquiring and Adapting Priors for Novel Tasks via Neural Meta-Architectures | Jul 7, 2025 | 3D GenerationComputational chemistry | —Unverified | 0 |
| Unlocking Chemical Insights: Superior Molecular Representations from Intermediate Encoder Layers | Jun 6, 2025 | Computational chemistryComputational Efficiency | CodeCode Available | 0 |
| ChemGraph: An Agentic Framework for Computational Chemistry Workflows | Jun 3, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 |
| Aitomia: Your Intelligent Assistant for AI-Driven Atomistic and Quantum Chemical Simulations | May 13, 2025 | Computational chemistryRAG | —Unverified | 0 |
| El Agente: An Autonomous Agent for Quantum Chemistry | May 5, 2025 | Computational chemistry | —Unverified | 0 |
| Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching | Apr 16, 2025 | Computational chemistry | —Unverified | 0 |
| Machine Learned Force Fields: Fundamentals, its reach, and challenges | Mar 7, 2025 | Computational chemistryComputational Efficiency | —Unverified | 0 |
| A Transformer Model for Predicting Chemical Reaction Products from Generic Templates | Mar 4, 2025 | Computational chemistryEfficient Exploration | —Unverified | 0 |
| Integrating convolutional layers and biformer network with forward-forward and backpropagation training | Feb 28, 2025 | Computational chemistryDrug Discovery | CodeCode Available | 0 |
| Auto-ADMET: An Effective and Interpretable AutoML Method for Chemical ADMET Property Prediction | Feb 22, 2025 | AutoMLComputational chemistry | —Unverified | 0 |
| Efficient and Scalable Density Functional Theory Hamiltonian Prediction through Adaptive Sparsity | Feb 3, 2025 | Computational chemistryPrediction | CodeCode Available | 1 |
| Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians | Jan 15, 2025 | Computational chemistryKnowledge Distillation | CodeCode Available | 1 |
| Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials | Jan 10, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 |
| The dark side of the forces: assessing non-conservative force models for atomistic machine learning | Dec 16, 2024 | Computational chemistryComputational Efficiency | CodeCode Available | 2 |
| Euclidean Fast Attention: Machine Learning Global Atomic Representations at Linear Cost | Dec 11, 2024 | Computational chemistry | —Unverified | 0 |
| A large language model-type architecture for high-dimensional molecular potential energy surfaces | Dec 5, 2024 | Computational chemistryLanguage Modeling | —Unverified | 0 |
| Riemannian Denoising Score Matching for Molecular Structure Optimization with Accurate Energy | Nov 29, 2024 | Computational chemistryDenoising | —Unverified | 0 |
| Energy-GNoME: A Living Database of Selected Materials for Energy Applications | Nov 15, 2024 | Band GapComputational chemistry | —Unverified | 0 |
| Graph Fourier Neural ODEs: Modeling Spatial-temporal Multi-scales in Molecular Dynamics | Nov 3, 2024 | Computational chemistryDrug Discovery | —Unverified | 0 |
| Pre-trained Molecular Language Models with Random Functional Group Masking | Nov 3, 2024 | Computational chemistryDrug Discovery | —Unverified | 0 |
| REBIND: Enhancing ground-state molecular conformation via force-based graph rewiring | Oct 4, 2024 | Atomic ForcesComputational chemistry | —Unverified | 0 |
| How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension | Oct 4, 2024 | BenchmarkingComputational chemistry | —Unverified | 0 |
| Embrace rejection: Kernel matrix approximation by accelerated randomly pivoted Cholesky | Oct 4, 2024 | Computational chemistry | CodeCode Available | 1 |
| Mitigating Exposure Bias in Score-Based Generation of Molecular Conformations | Sep 21, 2024 | Computational chemistry | CodeCode Available | 0 |
| AI and Machine Learning Approaches for Predicting Nanoparticles Toxicity The Critical Role of Physiochemical Properties | Sep 6, 2024 | Computational chemistry | —Unverified | 0 |
| Generative artificial intelligence for computational chemistry: a roadmap to predicting emergent phenomena | Sep 4, 2024 | Computational chemistry | —Unverified | 0 |
| Instruction-Based Molecular Graph Generation with Unified Text-Graph Diffusion Model | Aug 19, 2024 | Computational chemistryDenoising | CodeCode Available | 0 |
| Hessian QM9: A quantum chemistry database of molecular Hessians in implicit solvents | Aug 15, 2024 | Computational chemistry | —Unverified | 0 |
| StringNET: Neural Network based Variational Method for Transition Pathways | Aug 12, 2024 | ARCComputational chemistry | —Unverified | 0 |
| Open-Source Molecular Processing Pipeline for Generating Molecules | Aug 12, 2024 | Computational chemistry | —Unverified | 0 |
| Assessing Non-Nested Configurations of Multifidelity Machine Learning for Quantum-Chemical Properties | Jul 24, 2024 | Computational chemistry | —Unverified | 0 |
| Physics-Informed Weakly Supervised Learning for Interatomic Potentials | Jul 23, 2024 | Computational chemistryWeakly-supervised Learning | CodeCode Available | 0 |
| PlayMolecule pKAce: Small Molecule Protonation through Equivariant Neural Networks | Jul 15, 2024 | Computational chemistry | —Unverified | 0 |
| Have ASkotch: A Neat Solution for Large-scale Kernel Ridge Regression | Jul 14, 2024 | Computational chemistryPoint Processes | —Unverified | 0 |
| Diffusion Models in De Novo Drug Design | Jun 7, 2024 | Computational chemistryDenoising | —Unverified | 0 |
| DeepMol: An Automated Machine and Deep Learning Framework for Computational Chemistr | Jun 1, 2024 | Activity PredictionAutoML | CodeCode Available | 2 |
| SE3Set: Harnessing equivariant hypergraph neural networks for molecular representation learning | May 26, 2024 | Computational chemistrymolecular representation | CodeCode Available | 0 |
| Molecular relaxation by reverse diffusion with time step prediction | Apr 16, 2024 | Computational chemistryDenoising | CodeCode Available | 1 |
| ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical Feedback | Feb 15, 2024 | Computational chemistryGraph Neural Network | CodeCode Available | 2 |
| T-Rex: Text-assisted Retrosynthesis Prediction | Jan 26, 2024 | Computational chemistryPrediction | CodeCode Available | 0 |
| Navigating the Maize: Cyclic and conditional computational graphs for molecular simulation | Jan 22, 2024 | Active LearningComputational chemistry | —Unverified | 0 |
| Diffusion-Driven Generative Framework for Molecular Conformation Prediction | Dec 22, 2023 | Bilevel OptimizationComputational chemistry | —Unverified | 0 |
| Micro-Macro Consistency in Multiscale Modeling: Score-Based Model Assisted Sampling of Fast/Slow Dynamical Systems | Dec 10, 2023 | Computational chemistry | —Unverified | 0 |
| NMR Spectroscopy Can Help Accelerate Antiviral Drug Discovery Programs | Nov 29, 2023 | Computational chemistryDrug Discovery | —Unverified | 0 |
| Decoding the Molecular Universe -- Workshop Report | Nov 19, 2023 | Cloud ComputingComputational chemistry | —Unverified | 0 |
| A Proposed Artificial Neural Network based Approach for Molecules Bitter Prediction | Nov 15, 2023 | Computational chemistryDrug Discovery | —Unverified | 0 |
| The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4 | Nov 13, 2023 | Computational chemistryDrug Discovery | —Unverified | 0 |
| Machine learning for accuracy in density functional approximations | Nov 1, 2023 | Computational chemistry | —Unverified | 0 |
| MLatom 3: Platform for machine learning-enhanced computational chemistry simulations and workflows | Oct 31, 2023 | Cloud ComputingComputational chemistry | CodeCode Available | 1 |
| Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design | Oct 22, 2023 | Computational chemistryInstruction Following | CodeCode Available | 1 |