| Learning to Optimize for Reinforcement Learning | Feb 3, 2023 | Inductive BiasMeta-Learning | CodeCode Available | 1 |
| An Operational Perspective to Fairness Interventions: Where and How to Intervene | Feb 3, 2023 | BenchmarkingFairness | —Unverified | 0 |
| Learning a Fourier Transform for Linear Relative Positional Encodings in Transformers | Feb 3, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Generative Adversarial Symmetry Discovery | Feb 1, 2023 | Inductive BiasTrajectory Prediction | CodeCode Available | 1 |
| Emergence of Maps in the Memories of Blind Navigation Agents | Jan 30, 2023 | Inductive BiasPointGoal Navigation | —Unverified | 0 |
| Improved machine learning algorithm for predicting ground state properties | Jan 30, 2023 | Inductive Bias | —Unverified | 0 |
| Adaptive Computation with Elastic Input Sequence | Jan 30, 2023 | Inductive Bias | —Unverified | 0 |
| Robust Transformer with Locality Inductive Bias and Feature Normalization | Jan 27, 2023 | Inductive BiasTraffic Sign Recognition | CodeCode Available | 1 |
| Uplink Scheduling in Federated Learning: an Importance-Aware Approach via Graph Representation Learning | Jan 27, 2023 | Federated LearningGraph Representation Learning | —Unverified | 0 |
| The Power of Linear Combinations: Learning with Random Convolutions | Jan 26, 2023 | Image ClassificationInductive Bias | —Unverified | 0 |
| Feature Selection: Key to Enhance Node Classification with Graph Neural Networks | Jan 25, 2023 | feature selectionInductive Bias | CodeCode Available | 0 |
| RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving | Jan 24, 2023 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 1 |
| Spatial Steerability of GANs via Self-Supervision from Discriminator | Jan 20, 2023 | Image GenerationInductive Bias | —Unverified | 0 |
| Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing | Jan 18, 2023 | Domain GeneralizationInductive Bias | CodeCode Available | 0 |
| Strong inductive biases provably prevent harmless interpolation | Jan 18, 2023 | Inductive Bias | CodeCode Available | 0 |
| Transformers as Algorithms: Generalization and Stability in In-context Learning | Jan 17, 2023 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 |
| AdaPoinTr: Diverse Point Cloud Completion with Adaptive Geometry-Aware Transformers | Jan 11, 2023 | DenoisingInductive Bias | CodeCode Available | 2 |
| Faithful and Consistent Graph Neural Network Explanations with Rationale Alignment | Jan 7, 2023 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Explainability and Robustness of Deep Visual Classification Models | Jan 3, 2023 | Classificationimage-classification | —Unverified | 0 |
| Metalearning generalizable dynamics from trajectories | Jan 3, 2023 | Inductive BiasMeta-Learning | —Unverified | 0 |
| Correlation Loss: Enforcing Correlation between Classification and Localization | Jan 3, 2023 | ClassificationInductive Bias | CodeCode Available | 1 |
| Contrastive Learning Relies More on Spatial Inductive Bias Than Supervised Learning: An Empirical Study | Jan 1, 2023 | Contrastive LearningInductive Bias | —Unverified | 0 |
| Occ^2Net: Robust Image Matching Based on 3D Occupancy Estimation for Occluded Regions | Jan 1, 2023 | Image RetrievalInductive Bias | —Unverified | 0 |
| MAP: Towards Balanced Generalization of IID and OOD through Model-Agnostic Adapters | Jan 1, 2023 | Bilevel OptimizationInductive Bias | CodeCode Available | 0 |
| Quality Diversity for Visual Pre-Training | Jan 1, 2023 | DiversityInductive Bias | —Unverified | 0 |
| RIFormer: Keep Your Vision Backbone Effective but Removing Token Mixer | Jan 1, 2023 | Inductive Bias | —Unverified | 0 |
| PointClustering: Unsupervised Point Cloud Pre-Training Using Transformation Invariance in Clustering | Jan 1, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Learning Attribute and Class-Specific Representation Duet for Fine-Grained Fashion Analysis | Jan 1, 2023 | AttributeInductive Bias | —Unverified | 0 |
| Eigenvalue initialisation and regularisation for Koopman autoencoders | Dec 23, 2022 | Inductive Bias | —Unverified | 0 |
| Rethinking Cooking State Recognition with Vision Transformers | Dec 16, 2022 | Inductive Biasobject-detection | CodeCode Available | 0 |
| Harmonic (Quantum) Neural Networks | Dec 14, 2022 | Inductive BiasQuantum Machine Learning | —Unverified | 0 |
| Learning threshold neurons via the "edge of stability" | Dec 14, 2022 | Inductive Bias | —Unverified | 0 |
| Simplicity Bias Leads to Amplified Performance Disparities | Dec 13, 2022 | FairnessInductive Bias | —Unverified | 0 |
| OAMixer: Object-aware Mixing Layer for Vision Transformers | Dec 13, 2022 | Inductive BiasObject | CodeCode Available | 0 |
| Masked autoencoders are effective solution to transformer data-hungry | Dec 12, 2022 | Contrastive LearningInductive Bias | CodeCode Available | 1 |
| Vision Transformer with Attentive Pooling for Robust Facial Expression Recognition | Dec 11, 2022 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 1 |
| Relate to Predict: Towards Task-Independent Knowledge Representations for Reinforcement Learning | Dec 10, 2022 | Inductive BiasObject | —Unverified | 0 |
| General-Purpose In-Context Learning by Meta-Learning Transformers | Dec 8, 2022 | In-Context LearningInductive Bias | CodeCode Available | 0 |
| A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting | Dec 6, 2022 | DecoderInductive Bias | —Unverified | 0 |
| Recognizing Object by Components with Human Prior Knowledge Enhances Adversarial Robustness of Deep Neural Networks | Dec 4, 2022 | Adversarial RobustnessInductive Bias | CodeCode Available | 0 |
| Compositional Learning of Dynamical System Models Using Port-Hamiltonian Neural Networks | Dec 1, 2022 | Inductive Bias | CodeCode Available | 1 |
| Graph Convolutional Neural Networks as Parametric CoKleisli morphisms | Dec 1, 2022 | Inductive Bias | —Unverified | 0 |
| Numerical evidence against advantage with quantum fidelity kernels on classical data | Nov 29, 2022 | Inductive BiasQuantum Machine Learning | —Unverified | 0 |
| Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality | Nov 28, 2022 | Data AugmentationInductive Bias | CodeCode Available | 0 |
| Adaptive Attention Link-based Regularization for Vision Transformers | Nov 25, 2022 | Inductive Bias | —Unverified | 0 |
| Meta-Learning the Inductive Biases of Simple Neural Circuits | Nov 24, 2022 | Inductive BiasMeta-Learning | CodeCode Available | 0 |
| Cross Aggregation Transformer for Image Restoration | Nov 24, 2022 | Image RestorationInductive Bias | CodeCode Available | 1 |
| Word-Level Representation From Bytes For Language Modeling | Nov 23, 2022 | Cross-Lingual Transferimage-classification | —Unverified | 0 |
| A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms | Nov 22, 2022 | Inductive BiasMeta-Learning | —Unverified | 0 |
| Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks | Nov 21, 2022 | Graph Neural NetworkInductive Bias | —Unverified | 0 |