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| Scaling Language Models: Methods, Analysis & Insights from Training Gopher | Dec 8, 2021 | Abstract AlgebraAnachronisms | CodeCode Available | 2 |
| Physics-Inspired Distributed Radio Map Estimation | Feb 1, 2025 | Federated LearningPhysical Intuition | CodeCode Available | 1 |
| InvDesFlow: An AI-driven materials inverse design workflow to explore possible high-temperature superconductors | Sep 12, 2024 | Physical Intuition | CodeCode Available | 1 |
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| Constructing Custom Thermodynamics Using Deep Learning | Aug 8, 2023 | Deep LearningPhysical Intuition | CodeCode Available | 1 |
| Generalizing Adam to Manifolds for Efficiently Training Transformers | May 26, 2023 | Physical Intuition | CodeCode Available | 1 |
| Leveraging 2D Data to Learn Textured 3D Mesh Generation | Apr 8, 2020 | Physical Intuition | CodeCode Available | 1 |
| Can Theoretical Physics Research Benefit from Language Agents? | Jun 6, 2025 | Code GenerationMathematical Reasoning | —Unverified | 0 |
| Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection | May 9, 2025 | 3D Anomaly Detection3D Anomaly Detection and Segmentation | CodeCode Available | 0 |
| Large Language Models and Mathematical Reasoning Failures | Feb 17, 2025 | Mathematical ReasoningPhysical Intuition | —Unverified | 0 |
| Towards understanding how attention mechanism works in deep learning | Dec 24, 2024 | Deep LearningGraph Attention | —Unverified | 0 |
| A Note on Spectral Map | Dec 5, 2024 | Physical Intuition | —Unverified | 0 |
| Automated design of nonreciprocal thermal emitters via Bayesian optimization | Sep 13, 2024 | Bayesian OptimizationPhysical Intuition | —Unverified | 0 |
| Optimizing Cycle Life Prediction of Lithium-ion Batteries via a Physics-Informed Model | Apr 26, 2024 | Physical Intuition | —Unverified | 0 |
| Physics-tailored machine learning reveals unexpected physics in dusty plasmas | Oct 8, 2023 | Physical Intuitionscientific discovery | CodeCode Available | 0 |
| Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning | May 30, 2022 | Active LearningBayesian Inference | —Unverified | 0 |
| Wind Park Power Prediction: Attention-Based Graph Networks and Deep Learning to Capture Wake Losses | Jan 10, 2022 | Graph AttentionPhysical Intuition | —Unverified | 0 |
| Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression | Dec 22, 2021 | Physical Intuitionregression | —Unverified | 0 |
| Convolutional Neural Networks Demystified: A Matched Filtering Perspective Based Tutorial | Aug 26, 2021 | Dimensionality ReductionPhysical Intuition | —Unverified | 0 |
| Act the Part: Learning Interaction Strategies for Articulated Object Part Discovery | May 3, 2021 | Motion SegmentationPhysical Intuition | —Unverified | 0 |
| Why is AI hard and Physics simple? | Mar 31, 2021 | BIG-bench Machine LearningLearning Theory | —Unverified | 0 |
| Automated Optical Multi-layer Design via Deep Reinforcement Learning | Jun 21, 2020 | Deep Reinforcement LearningPhysical Intuition | CodeCode Available | 0 |
| Advances in Bayesian Probabilistic Modeling for Industrial Applications | Mar 26, 2020 | Physical Intuition | —Unverified | 0 |
| Interpretable Embeddings From Molecular Simulations Using Gaussian Mixture Variational Autoencoders | Dec 22, 2019 | ClusteringDimensionality Reduction | CodeCode Available | 0 |