| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Equivariant Mesh Attention Networks | May 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| A Generalizable Model-and-Data Driven Approach for Open-Set RFF Authentication | Aug 10, 2021 | Inductive Bias | CodeCode Available | 1 |
| Are Sparse Autoencoders Useful? A Case Study in Sparse Probing | Feb 23, 2025 | Inductive BiasLarge Language Model | CodeCode Available | 1 |
| A Generalization of Transformer Networks to Graphs | Dec 17, 2020 | Graph RegressionInductive Bias | CodeCode Available | 1 |
| Ewald-based Long-Range Message Passing for Molecular Graphs | Mar 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning | Feb 4, 2024 | Inductive Bias | CodeCode Available | 1 |
| ExpBERT: Representation Engineering with Natural Language Explanations | May 5, 2020 | Inductive BiasRelation Extraction | CodeCode Available | 1 |
| Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks | Jun 16, 2020 | Graph Neural NetworkHuman-Object Interaction Detection | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation | Apr 27, 2023 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 |
| Extending Lagrangian and Hamiltonian Neural Networks with Differentiable Contact Models | Feb 12, 2021 | Contact mechanicsFriction | CodeCode Available | 1 |
| A Simple but Strong Baseline for Sounding Video Generation: Effective Adaptation of Audio and Video Diffusion Models for Joint Generation | Sep 26, 2024 | Inductive BiasVideo Generation | CodeCode Available | 1 |
| AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification | Jun 26, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Feature Programming for Multivariate Time Series Prediction | Jun 9, 2023 | Automated Feature EngineeringFeature Engineering | CodeCode Available | 1 |
| AdaMCT: Adaptive Mixture of CNN-Transformer for Sequential Recommendation | May 18, 2022 | Inductive BiasSequential Recommendation | CodeCode Available | 1 |
| Filter-informed Spectral Graph Wavelet Networks for Multiscale Feature Extraction and Intelligent Fault Diagnosis | Mar 27, 2023 | DiagnosticFault Diagnosis | CodeCode Available | 1 |
| A Structured Dictionary Perspective on Implicit Neural Representations | Dec 3, 2021 | Dictionary LearningInductive Bias | CodeCode Available | 1 |
| A Structured Span Selector | May 8, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| An Investigation of Why Overparameterization Exacerbates Spurious Correlations | May 9, 2020 | Inductive Bias | CodeCode Available | 1 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | CodeCode Available | 1 |
| Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point Clouds | Oct 14, 2022 | 3D Point Cloud Reinforcement LearningImitation Learning | CodeCode Available | 1 |
| From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems | Jan 5, 2020 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 1 |
| A Light Recipe to Train Robust Vision Transformers | Sep 15, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data | Feb 25, 2020 | Inductive BiasTranslation | CodeCode Available | 1 |
| Test-time Adaptation with Slot-Centric Models | Mar 21, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation | Jul 29, 2021 | Domain AdaptationHallucination | CodeCode Available | 1 |
| An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality | Feb 14, 2020 | Inductive BiasMetric Learning | CodeCode Available | 1 |
| Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains | May 13, 2024 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| Disentanglement via Latent Quantization | May 28, 2023 | DisentanglementInductive Bias | CodeCode Available | 1 |
| EINNs: Epidemiologically-informed Neural Networks | Feb 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| Deep Random Features for Scalable Interpolation of Spatiotemporal Data | Dec 16, 2024 | Earth ObservationGaussian Processes | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Deep Image Prior | Nov 29, 2017 | DenoisingFeature Upsampling | CodeCode Available | 1 |
| Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis | Mar 19, 2023 | Inductive BiasSynthetic Image Detection | CodeCode Available | 1 |
| Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration | Jun 11, 2024 | Image RegistrationInductive 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 |
| CSformer: Bridging Convolution and Transformer for Compressive Sensing | Dec 31, 2021 | Compressive SensingInductive Bias | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Cumulative Spatial Knowledge Distillation for Vision Transformers | Jul 17, 2023 | Inductive BiasKnowledge Distillation | CodeCode Available | 1 |
| LPFormer: An Adaptive Graph Transformer for Link Prediction | Oct 17, 2023 | Inductive BiasLink Prediction | CodeCode Available | 1 |
| Backdoor Attacks on Self-Supervised Learning | May 21, 2021 | Backdoor AttackInductive Bias | CodeCode Available | 1 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | Jul 22, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Counterexample-Guided Learning of Monotonic Neural Networks | Jun 16, 2020 | Inductive Bias | CodeCode Available | 1 |
| A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities | May 30, 2019 | DiversityInductive Bias | CodeCode Available | 1 |
| Cross Aggregation Transformer for Image Restoration | Nov 24, 2022 | Image RestorationInductive Bias | CodeCode Available | 1 |
| Crystal Diffusion Variational Autoencoder for Periodic Material Generation | Oct 12, 2021 | DecoderInductive Bias | CodeCode Available | 1 |
| Data-Free Knowledge Distillation for Heterogeneous Federated Learning | May 20, 2021 | Data-free Knowledge DistillationFederated Learning | CodeCode Available | 1 |
