| Maximum Class Separation as Inductive Bias in One Matrix | Jun 17, 2022 | Inductive BiasLong-tail Learning | CodeCode Available | 1 |
| Architectural Backdoors in Neural Networks | Jun 15, 2022 | Inductive Bias | CodeCode Available | 1 |
| LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks | Jun 14, 2022 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| K-Space Transformer for Undersampled MRI Reconstruction | Jun 14, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Embrace the Gap: VAEs Perform Independent Mechanism Analysis | Jun 6, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Where are my Neighbors? Exploiting Patches Relations in Self-Supervised Vision Transformer | Jun 1, 2022 | Inductive BiasSelf-Supervised Learning | CodeCode Available | 1 |
| RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression | May 30, 2022 | Deep imbalanced regressionInductive Bias | CodeCode Available | 1 |
| Sampling-free Inference for Ab-Initio Potential Energy Surface Networks | May 30, 2022 | Inductive BiasNumerical Integration | CodeCode Available | 1 |
| ALMA: Hierarchical Learning for Composite Multi-Agent Tasks | May 27, 2022 | Decision MakingInductive Bias | CodeCode Available | 1 |
| Revealing the Dark Secrets of Masked Image Modeling | May 26, 2022 | Depth EstimationDiversity | CodeCode Available | 1 |
| Sparse Graph Learning from Spatiotemporal Time Series | May 26, 2022 | Graph LearningInductive Bias | CodeCode Available | 1 |
| AO2-DETR: Arbitrary-Oriented Object Detection Transformer | May 25, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Amortized Inference for Causal Structure Learning | May 25, 2022 | Causal DiscoveryInductive Bias | CodeCode Available | 1 |
| Equivariant Mesh Attention Networks | May 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| AdaMCT: Adaptive Mixture of CNN-Transformer for Sequential Recommendation | May 18, 2022 | Inductive BiasSequential Recommendation | 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 |
| Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction | May 13, 2022 | Inductive BiasMultiple Instance Learning | CodeCode Available | 1 |
| A microstructure estimation Transformer inspired by sparse representation for diffusion MRI | May 13, 2022 | Diffusion MRIInductive Bias | CodeCode Available | 1 |
| Towards Robust Unsupervised Disentanglement of Sequential Data -- A Case Study Using Music Audio | May 12, 2022 | Data AugmentationDisentanglement | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs | May 12, 2022 | DecoderDisentanglement | CodeCode Available | 1 |
| Scene Consistency Representation Learning for Video Scene Segmentation | May 11, 2022 | Data AugmentationInductive Bias | CodeCode Available | 1 |
| A Structured Span Selector | May 8, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Leveraging convergence behavior to balance conflicting tasks in multi-task learning | Apr 14, 2022 | Inductive BiasMulti-Task Learning | CodeCode Available | 1 |
| Evolving Modular Soft Robots without Explicit Inter-Module Communication using Local Self-Attention | Apr 13, 2022 | Inductive Bias | CodeCode Available | 1 |
| Total Variation Optimization Layers for Computer Vision | Apr 7, 2022 | DenoisingEdge Detection | CodeCode Available | 1 |
| Simplicial Embeddings in Self-Supervised Learning and Downstream Classification | Apr 1, 2022 | ClassificationInductive Bias | CodeCode Available | 1 |
| Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action Localization | Mar 31, 2022 | Action LocalizationClassification | CodeCode Available | 1 |
| Error Correction Code Transformer | Mar 27, 2022 | Inductive Bias | CodeCode Available | 1 |
| Rich Feature Construction for the Optimization-Generalization Dilemma | Mar 24, 2022 | Inductive BiasKnowledge Distillation | CodeCode Available | 1 |
| Transformer Compressed Sensing via Global Image Tokens | Mar 24, 2022 | compressed sensingInductive Bias | CodeCode Available | 1 |
| Test-time Adaptation with Slot-Centric Models | Mar 21, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Can Neural Nets Learn the Same Model Twice? Investigating Reproducibility and Double Descent from the Decision Boundary Perspective | Mar 15, 2022 | Inductive Bias | CodeCode Available | 1 |
| Speeding up deep neural network-based planning of local car maneuvers via efficient B-spline path construction | Mar 14, 2022 | Inductive Bias | CodeCode Available | 1 |
| Self-Promoted Supervision for Few-Shot Transformer | Mar 14, 2022 | Data AugmentationFew-Shot Learning | CodeCode Available | 1 |
| Towards Universal Texture Synthesis by Combining Texton Broadcasting with Noise Injection in StyleGAN-2 | Mar 8, 2022 | DiversityInductive Bias | CodeCode Available | 1 |
| Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource Descriptions | Mar 7, 2022 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 1 |
| WaveMix: Resource-efficient Token Mixing for Images | Mar 7, 2022 | GPUImage Classification | CodeCode Available | 1 |
| Instance Segmentation for Autonomous Log Grasping in Forestry Operations | Mar 3, 2022 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| A Simple and Universal Rotation Equivariant Point-cloud Network | Mar 2, 2022 | Inductive Bias | CodeCode Available | 1 |
| What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors | Mar 2, 2022 | Inductive BiasTransfer Learning | CodeCode Available | 1 |
| Learning Neural Hamiltonian Dynamics: A Methodological Overview | Feb 28, 2022 | Inductive Bias | CodeCode Available | 1 |
| Robustness and Accuracy Could Be Reconcilable by (Proper) Definition | Feb 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| EINNs: Epidemiologically-informed Neural Networks | Feb 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks | Feb 1, 2022 | Inductive Bias | CodeCode Available | 1 |
| Regression Transformer: Concurrent sequence regression and generation for molecular language modeling | Feb 1, 2022 | Conditional Text GenerationInductive Bias | CodeCode Available | 1 |
| Approximately Equivariant Networks for Imperfectly Symmetric Dynamics | Jan 28, 2022 | Inductive Bias | CodeCode Available | 1 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| Training Vision Transformers with Only 2040 Images | Jan 26, 2022 | Inductive Bias | CodeCode Available | 1 |
| FIGARO: Generating Symbolic Music with Fine-Grained Artistic Control | Jan 26, 2022 | Inductive BiasMusic Generation | CodeCode Available | 1 |
| Spectral Compressive Imaging Reconstruction Using Convolution and Contextual Transformer | Jan 15, 2022 | Inductive Bias | CodeCode Available | 1 |
