| How Graph Neural Networks Learn: Lessons from Training Dynamics | Oct 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| How Interpretable and Trustworthy are GAMs? | Jun 11, 2020 | Additive modelsInductive Bias | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs | May 12, 2022 | DecoderDisentanglement | CodeCode Available | 1 |
| Images as Weight Matrices: Sequential Image Generation Through Synaptic Learning Rules | Oct 7, 2022 | DenoisingImage Generation | CodeCode Available | 1 |
| Improving GAN Equilibrium by Raising Spatial Awareness | Dec 1, 2021 | AttributeInductive Bias | CodeCode Available | 1 |
| Deep Random Features for Scalable Interpolation of Spatiotemporal Data | Dec 16, 2024 | Earth ObservationGaussian Processes | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Instance Segmentation for Autonomous Log Grasping in Forestry Operations | Mar 3, 2022 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Exploring End-to-End Differentiable Natural Logic Modeling | Nov 8, 2020 | Inductive Bias | CodeCode Available | 1 |
| Convolutional Bypasses Are Better Vision Transformer Adapters | Jul 14, 2022 | Few-Shot LearningInductive Bias | 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 |
| ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior | Nov 27, 2021 | DenoisingImage Denoising | 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 |
| K-Space Transformer for Undersampled MRI Reconstruction | Jun 14, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Dual Progressive Transformations for Weakly Supervised Semantic Segmentation | Sep 30, 2022 | Inductive BiasObject | CodeCode Available | 1 |
| Latent Traversals in Generative Models as Potential Flows | Apr 25, 2023 | DisentanglementInductive Bias | 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 |
| Learning Hierarchical Structures with Differentiable Nondeterministic Stacks | Sep 5, 2021 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | 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 |
| Dynamic Token Normalization Improves Vision Transformers | Dec 5, 2021 | Inductive BiasListOps | CodeCode Available | 1 |
| Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets | Jul 28, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality | Feb 14, 2020 | Inductive BiasMetric Learning | CodeCode Available | 1 |
| Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing | Jan 5, 2021 | Dialogue State TrackingInductive Bias | CodeCode Available | 1 |
| Learning where to learn: Gradient sparsity in meta and continual learning | Oct 27, 2021 | Continual LearningInductive Bias | CodeCode Available | 1 |
| Leveraging convergence behavior to balance conflicting tasks in multi-task learning | Apr 14, 2022 | Inductive BiasMulti-Task Learning | CodeCode Available | 1 |
| ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation | Jul 29, 2021 | Domain AdaptationHallucination | CodeCode Available | 1 |
| Exact Hard Monotonic Attention for Character-Level Transduction | May 15, 2019 | Hard AttentionInductive Bias | CodeCode Available | 1 |
| Ewald-based Long-Range Message Passing for Molecular Graphs | Mar 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| Examining the Inductive Bias of Neural Language Models with Artificial Languages | Jun 2, 2021 | Inductive Bias | CodeCode Available | 1 |
| Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains | May 13, 2024 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention | Oct 10, 2023 | Computational Efficiencyimage-classification | 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 |
| ALMA: Hierarchical Learning for Composite Multi-Agent Tasks | May 27, 2022 | Decision MakingInductive Bias | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| Evolving Modular Soft Robots without Explicit Inter-Module Communication using Local Self-Attention | Apr 13, 2022 | Inductive Bias | CodeCode Available | 1 |
| M2GRL: A Multi-task Multi-view Graph Representation Learning Framework for Web-scale Recommender Systems | May 20, 2020 | Graph Representation LearningInductive Bias | CodeCode Available | 1 |
| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| ExpBERT: Representation Engineering with Natural Language Explanations | May 5, 2020 | Inductive BiasRelation Extraction | CodeCode Available | 1 |
| Distribution inference risks: Identifying and mitigating sources of leakage | Sep 18, 2022 | Inductive Bias | CodeCode Available | 1 |
| Masked autoencoders are effective solution to transformer data-hungry | Dec 12, 2022 | Contrastive LearningInductive Bias | CodeCode Available | 1 |
| Disentanglement via Latent Quantization | May 28, 2023 | DisentanglementInductive Bias | CodeCode Available | 1 |
| MC-LSTM: Mass-Conserving LSTM | Jan 13, 2021 | Inductive Bias | CodeCode Available | 1 |
| Attention is Not All You Need: Pure Attention Loses Rank Doubly Exponentially with Depth | Mar 5, 2021 | AllInductive Bias | CodeCode Available | 1 |
| Embrace the Gap: VAEs Perform Independent Mechanism Analysis | Jun 6, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| AO2-DETR: Arbitrary-Oriented Object Detection Transformer | May 25, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach | Oct 23, 2022 | FairnessInductive Bias | CodeCode Available | 1 |
| Contrastive Syn-to-Real Generalization | Apr 6, 2021 | DiversityDomain Generalization | CodeCode Available | 1 |
| Contrastive Prototypical Network with Wasserstein Confidence Penalty | Oct 21, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
