| Exploring Diffusion Time-steps for Unsupervised Representation Learning | Jan 21, 2024 | Attributecounterfactual | CodeCode Available | 1 |
| How Graph Neural Networks Learn: Lessons from Training Dynamics | Oct 8, 2023 | Inductive 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 |
| Exploring End-to-End Differentiable Natural Logic Modeling | Nov 8, 2020 | Inductive Bias | CodeCode Available | 1 |
| Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning | Jan 3, 2022 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 |
| Deep Random Features for Scalable Interpolation of Spatiotemporal Data | Dec 16, 2024 | Earth ObservationGaussian Processes | CodeCode Available | 1 |
| ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation | Dec 4, 2023 | ImputationInductive Bias | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Convolutional Bypasses Are Better Vision Transformer Adapters | Jul 14, 2022 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |
| Distribution inference risks: Identifying and mitigating sources of leakage | Sep 18, 2022 | Inductive 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 |
| Dual Progressive Transformations for Weakly Supervised Semantic Segmentation | Sep 30, 2022 | Inductive BiasObject | 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 |
| ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior | Nov 27, 2021 | DenoisingImage Denoising | CodeCode Available | 1 |
| Language Embedded 3D Gaussians for Open-Vocabulary Scene Understanding | Nov 30, 2023 | GPUInductive Bias | CodeCode Available | 1 |
| Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering | Jul 1, 2020 | Inductive BiasQuestion Answering | CodeCode Available | 1 |
| Learning Attributed Graph Representations with Communicative Message Passing Transformer | Jul 19, 2021 | Inductive Biasmolecular representation | 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 |
| Examining the Inductive Bias of Neural Language Models with Artificial Languages | Jun 2, 2021 | Inductive Bias | CodeCode Available | 1 |
| Global Self-Attention as a Replacement for Graph Convolution | Aug 7, 2021 | Edge ClassificationGraph Classification | 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 |
| Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks | Sep 17, 2020 | Inductive BiasObject | 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 |
| ExpBERT: Representation Engineering with Natural Language Explanations | May 5, 2020 | Inductive BiasRelation Extraction | CodeCode Available | 1 |
| LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking | Jun 17, 2021 | Entity LinkingInductive Bias | CodeCode Available | 1 |
| Evolving Modular Soft Robots without Explicit Inter-Module Communication using Local Self-Attention | Apr 13, 2022 | 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 |
| ALMA: Hierarchical Learning for Composite Multi-Agent Tasks | May 27, 2022 | Decision MakingInductive 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 |
| An Investigation of Why Overparameterization Exacerbates Spurious Correlations | May 9, 2020 | Inductive Bias | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| Ewald-based Long-Range Message Passing for Molecular Graphs | Mar 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | 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 |
| Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing | Jan 5, 2021 | Dialogue State TrackingInductive Bias | CodeCode Available | 1 |
| Maximum Class Separation as Inductive Bias in One Matrix | Jun 17, 2022 | Inductive BiasLong-tail Learning | CodeCode Available | 1 |
| Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks | Jul 3, 2021 | Combinatorial OptimizationGraph Classification | 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 |
| Efficient Training of Visual Transformers with Small Datasets | Jun 7, 2021 | Inductive Bias | CodeCode Available | 1 |
| Emergent Representations of Program Semantics in Language Models Trained on Programs | May 18, 2023 | Inductive BiasLanguage Modelling | CodeCode Available | 1 |
| Meta-Interpretive Learning as Metarule Specialisation | Jun 9, 2021 | Inductive Bias | CodeCode Available | 1 |
| AO2-DETR: Arbitrary-Oriented Object Detection Transformer | May 25, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| MLPs Learn In-Context on Regression and Classification Tasks | May 24, 2024 | In-Context LearningInductive 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 |
