| Compositionality as Lexical Symmetry | Jan 30, 2022 | Data AugmentationInductive Bias | CodeCode Available | 0 |
| Learning Intuitive Policies Using Action Features | Jan 29, 2022 | Inductive Bias | —Unverified | 0 |
| AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models | Jan 29, 2022 | Inductive BiasKnowledge Distillation | —Unverified | 0 |
| Invariant Representation Driven Neural Classifier for Anti-QCD Jet Tagging | Jan 18, 2022 | Anomaly DetectionInductive Bias | —Unverified | 0 |
| Towards Sample-efficient Overparameterized Meta-learning | Jan 16, 2022 | Few-Shot LearningInductive Bias | CodeCode Available | 0 |
| KNN Local Attention for Image Restoration | Jan 1, 2022 | DeblurringDenoising | —Unverified | 0 |
| DESTR: Object Detection With Split Transformer | Jan 1, 2022 | ClassificationDecoder | —Unverified | 0 |
| Miti-DETR: Object Detection based on Transformers with Mitigatory Self-Attention Convergence | Dec 26, 2021 | Inductive BiasObject | CodeCode Available | 0 |
| Revisiting Transformation Invariant Geometric Deep Learning: Are Initial Representations All You Need? | Dec 23, 2021 | AllCombinatorial Optimization | —Unverified | 0 |
| NeRD++: Improved 3D-mirror symmetry learning from a single image | Dec 23, 2021 | Feature CorrelationInductive Bias | —Unverified | 0 |
| Deep Proximal Learning for High-Resolution Plane Wave Compounding | Dec 23, 2021 | Inductive BiasVocal Bursts Intensity Prediction | —Unverified | 0 |
| Recur, Attend or Convolve? On Whether Temporal Modeling Matters for Cross-Domain Robustness in Action Recognition | Dec 22, 2021 | Action RecognitionDomain Generalization | CodeCode Available | 0 |
| LocFormer: Enabling Transformers to Perform Temporal Moment Localization on Long Untrimmed Videos With a Feature Sampling Approach | Dec 19, 2021 | Inductive BiasVideo Grounding | —Unverified | 0 |
| GOPHER: Categorical probabilistic forecasting with graph structure via local continuous-time dynamics | Dec 18, 2021 | Inductive Bias | —Unverified | 0 |
| ACE-BERT: Adversarial Cross-modal Enhanced BERT for E-commerce Retrieval | Dec 14, 2021 | Inductive BiasRetrieval | —Unverified | 0 |
| LCTR: On Awakening the Local Continuity of Transformer for Weakly Supervised Object Localization | Dec 10, 2021 | Inductive BiasObject | —Unverified | 0 |
| Equivariant Quantum Graph Circuits | Dec 10, 2021 | Graph Representation LearningInductive Bias | —Unverified | 0 |
| Skeletal Graph Self-Attention: Embedding a Skeleton Inductive Bias into Sign Language Production | Dec 6, 2021 | Inductive BiasMachine Translation | —Unverified | 0 |
| Deep Learning-Based Carotid Artery Vessel Wall Segmentation in Black-Blood MRI Using Anatomical Priors | Dec 2, 2021 | Data AugmentationInductive Bias | —Unverified | 0 |
| Learning to Learn Dense Gaussian Processes for Few-Shot Learning | Dec 1, 2021 | Few-Shot LearningGaussian Processes | —Unverified | 0 |
| Self-Instantiated Recurrent Units with Dynamic Soft Recursion | Dec 1, 2021 | Inductive Bias | —Unverified | 0 |
| A Gaussian Process-Bayesian Bernoulli Mixture Model for Multi-Label Active Learning | Dec 1, 2021 | Active LearningInductive Bias | —Unverified | 0 |
| Neuron with Steady Response Leads to Better Generalization | Nov 30, 2021 | Inductive Bias | —Unverified | 0 |
| On the Generalization of Agricultural Drought Classification from Climate Data | Nov 30, 2021 | Inductive Bias | CodeCode Available | 0 |
| Beyond Flatland: Pre-training with a Strong 3D Inductive Bias | Nov 30, 2021 | Data AugmentationInductive Bias | —Unverified | 0 |
| Neural Symplectic Integrator with Hamiltonian Inductive Bias for the Gravitational N-body Problem | Nov 28, 2021 | Inductive Bias | CodeCode Available | 0 |
| Neural Fields as Learnable Kernels for 3D Reconstruction | Nov 26, 2021 | 3D ReconstructionInductive Bias | —Unverified | 0 |
| Depth Without the Magic: Inductive Bias of Natural Gradient Descent | Nov 22, 2021 | Inductive Bias | —Unverified | 0 |
| Physics-enhanced Neural Networks in the Small Data Regime | Nov 19, 2021 | Inductive Bias | CodeCode Available | 0 |
| Rethinking Query, Key, and Value Embedding in Vision Transformer under Tiny Model Constraints | Nov 19, 2021 | image-classificationImage Classification | —Unverified | 0 |
| Linking-Enhanced Pre-Training for Table Semantic Parsing | Nov 18, 2021 | Inductive BiasLanguage Modeling | —Unverified | 0 |
| Meta-learning via Language Model In-context Tuning | Nov 16, 2021 | In-Context LearningInductive Bias | —Unverified | 0 |
| Co-training an Unsupervised Constituency Parser with Weak Supervision | Nov 16, 2021 | Inductive BiasSentence | —Unverified | 0 |
| Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models | Nov 16, 2021 | Inductive Bias | —Unverified | 0 |
| TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance | Nov 16, 2021 | DecoderInductive Bias | —Unverified | 0 |
| Towards Comprehensive Monocular Depth Estimation: Multiple Heads Are Better Than One | Nov 16, 2021 | 3D ReconstructionDepth Estimation | —Unverified | 0 |
| Physics in the Machine: Integrating Physical Knowledge in Autonomous Phase-Mapping | Nov 15, 2021 | Inductive BiasMaterials Screening | —Unverified | 0 |
| Multi-Task Neural Processes | Nov 10, 2021 | Bayesian InferenceBrain Image Segmentation | —Unverified | 0 |
| Importance of Kernel Bandwidth in Quantum Machine Learning | Nov 9, 2021 | BIG-bench Machine LearningHyperparameter Optimization | CodeCode Available | 0 |
| A Relational Model for One-Shot Classification | Nov 8, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices | Nov 5, 2021 | ClassificationContrastive Learning | —Unverified | 0 |
| Can we learn gradients by Hamiltonian Neural Networks? | Oct 31, 2021 | Inductive Bias | CodeCode Available | 0 |
| Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems | Oct 29, 2021 | Inductive BiasTraffic Signal Control | CodeCode Available | 0 |
| 3D-OOCS: Learning Prostate Segmentation with Inductive Bias | Oct 29, 2021 | Edge DetectionImage Segmentation | CodeCode Available | 0 |
| TopicNet: Semantic Graph-Guided Topic Discovery | Oct 27, 2021 | Inductive BiasTopic Models | CodeCode Available | 0 |
| MVT: Multi-view Vision Transformer for 3D Object Recognition | Oct 25, 2021 | 3D Object RecognitionInductive Bias | CodeCode Available | 0 |
| A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds | Oct 18, 2021 | Additive modelsDecision Making | CodeCode Available | 0 |
| Towards Robust Waveform-Based Acoustic Models | Oct 16, 2021 | Data AugmentationInductive Bias | —Unverified | 0 |
| Probing as Quantifying Inductive Bias | Oct 15, 2021 | Bayesian InferenceInductive Bias | CodeCode Available | 0 |
| EditVAE: Unsupervised Part-Aware Controllable 3D Point Cloud Shape Generation | Oct 13, 2021 | Inductive BiasPoint Cloud Generation | —Unverified | 0 |