| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Unlocking Continual Learning Abilities in Language Models | Jun 25, 2024 | Continual LearningInductive Bias | CodeCode Available | 1 |
| Probing the effects of broken symmetries in machine learning | Jun 25, 2024 | Inductive Bias | CodeCode Available | 1 |
| Composing Object Relations and Attributes for Image-Text Matching | Jun 17, 2024 | AttributeGraph Attention | CodeCode Available | 1 |
| Leveraging Locality to Boost Sample Efficiency in Robotic Manipulation | Jun 15, 2024 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Scale Equivariant Graph Metanetworks | Jun 15, 2024 | Inductive Bias | CodeCode Available | 1 |
| Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration | Jun 11, 2024 | Image RegistrationInductive Bias | CodeCode Available | 1 |
| MLPs Learn In-Context on Regression and Classification Tasks | May 24, 2024 | In-Context LearningInductive Bias | CodeCode Available | 1 |
| E(n) Equivariant Topological Neural Networks | May 24, 2024 | Inductive BiasMolecular Property Prediction | CodeCode Available | 1 |
| Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains | May 13, 2024 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| Forecasting with Hyper-Trees | May 13, 2024 | Inductive BiasTime Series | CodeCode Available | 1 |
| Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data Learner | May 6, 2024 | Inductive Bias | CodeCode Available | 1 |
| No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural Networks | May 3, 2024 | AllInductive Bias | CodeCode Available | 1 |
| HSViT: Horizontally Scalable Vision Transformer | Apr 8, 2024 | Inductive Bias | CodeCode Available | 1 |
| DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets | Apr 3, 2024 | Image ClassificationInductive Bias | CodeCode Available | 1 |
| Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis | Mar 26, 2024 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI Reconstruction | Mar 23, 2024 | compressed sensingImage Generation | CodeCode Available | 1 |
| Few-shot Learner Parameterization by Diffusion Time-steps | Mar 5, 2024 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |
| Scaling physics-informed hard constraints with mixture-of-experts | Feb 20, 2024 | Inductive BiasMixture-of-Experts | CodeCode Available | 1 |
| Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics | Feb 19, 2024 | Inductive Bias | CodeCode Available | 1 |
| FViT: A Focal Vision Transformer with Gabor Filter | Feb 17, 2024 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| SimMLP: Training MLPs on Graphs without Supervision | Feb 14, 2024 | Fraud DetectionGraph Classification | CodeCode Available | 1 |
| Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases | Feb 13, 2024 | DenoisingInductive Bias | CodeCode Available | 1 |
| HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs | Feb 11, 2024 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning | Feb 4, 2024 | Inductive Bias | CodeCode Available | 1 |